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嵌套学习：赋予AI持续学习能力的革命性范式

未知用户 (steper) • 2025年12月04日 15:51
<!DOCTYPE html> <html lang="zh-CN"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>嵌套学习：赋予AI持续学习能力的革命性范式</title> <link href="https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;500;700&display=swap" rel="stylesheet"> <link href="https://fonts.googleapis.com/icon?family=Material+Icons" rel="stylesheet"> <style> * { margin: 0; padding: 0; box-sizing: border-box; } body { font-family: 'Noto Sans SC', sans-serif; overflow: hidden; } .slide { width: 1280px; height: 720px; position: relative; background: linear-gradient(135deg, rgba(25, 118, 210, 0.9), rgba(13, 71, 161, 0.85)); color: white; display: flex; flex-direction: column; justify-content: center; align-items: center; overflow: hidden; } .background-image { position: absolute; top: 0; left: 0; width: 100%; height: 100%; background-image: url('https://sfile.chatglm.cn/moeSlide/image/f1/f114b68a.jpg'); background-size: cover; background-position: center; opacity: 0.25; z-index: -1; } .content { text-align: center; padding: 0 100px; z-index: 1; } .title { font-size: 60px; font-weight: 700; margin-bottom: 30px; line-height: 1.2; letter-spacing: 1px; } .subtitle { font-size: 24px; font-weight: 500; margin-bottom: 40px; opacity: 0.9; } .footer { position: absolute; bottom: 40px; width: 100%; text-align: center; font-size: 18px; opacity: 0.8; } .highlight { color: #90CAF9; font-weight: 700; } .decorative-line { width: 120px; height: 4px; background-color: #90CAF9; margin: 0 auto 40px; } </style> </head> <body> <div class="slide"> <div class="background-image"></div> <div class="content"> <h1 class="title">嵌套学习：<span class="highlight">赋予AI持续学习能力</span>的革命性范式</h1> <div class="decorative-line"></div> <h2 class="subtitle">Nested Learning: A Revolutionary Paradigm for AI Continual Learning</h2> </div> <div class="footer">学术报告</div> </div> </body> </html>

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✨步子哥 (steper) #1
12-04 15:52
<!DOCTYPE html> <html lang="zh-CN"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>目录</title> <link href="https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;500;700&display=swap" rel="stylesheet"> <link href="https://fonts.googleapis.com/icon?family=Material+Icons" rel="stylesheet"> <style> * { margin: 0; padding: 0; box-sizing: border-box; } body { font-family: 'Noto Sans SC', sans-serif; overflow: hidden; } .slide { width: 1200px; min-height: 720px; position: relative; background-color: #f8f9fa; color: #263238; display: flex; flex-direction: column; } .header { background-color: #1976D2; color: white; padding: 20px 70px; display: flex; align-items: center; } .title { font-size: 40px; font-weight: 700; } .content { flex-grow: 1; padding: 40px 70px; display: flex; flex-direction: column; justify-content: center; } .toc-container { display: grid; grid-template-columns: repeat(2, 1fr); gap: 40px; margin-top: 20px; } .toc-item { background-color: white; border-radius: 8px; padding: 24px; box-shadow: 0 2px 10px rgba(0,0,0,0.05); transition: all 0.3s ease; display: flex; align-items: flex-start; } .toc-item:hover { transform: translateY(-5px); box-shadow: 0 5px 15px rgba(0,0,0,0.1); } .toc-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 50px; height: 50px; display: flex; justify-content: center; align-items: center; margin-right: 20px; flex-shrink: 0; } .toc-icon .material-icons { font-size: 28px; } .toc-content h3 { font-size: 22px; margin-bottom: 12px; color: #1976D2; } .toc-content ul { list-style-type: none; padding-left: 5px; } .toc-content li { font-size: 18px; margin-bottom: 8px; display: flex; align-items: center; } .toc-content li:before { content: "•"; color: #1976D2; font-weight: bold; margin-right: 10px; } .footer { background-color: #1976D2; color: white; padding: 10px 70px; font-size: 14px; text-align: right; } </style> </head> <body> <div class="slide"> <div class="header"> <h1 class="title">目录</h1> </div> <div class="content"> <div class="toc-container"> <div class="toc-item"> <div class="toc-icon"> <i class="material-icons">lightbulb</i> </div> <div class="toc-content"> <h3>嵌套学习的定义与概念</h3> <ul> <li>基本定义</li> <li>核心思想</li> <li>与传统方法的对比</li> </ul> </div> </div> <div class="toc-item"> <div class="toc-icon"> <i class="material-icons">psychology</i> </div> <div class="toc-content"> <h3>核心创新内容</h3> <ul> <li>深度优化器</li> <li>连续记忆系统</li> <li>自我修改机制</li> </ul> </div> </div> <div class="toc-item"> <div class="toc-icon"> <i class="material-icons">cases</i> </div> <div class="toc-content"> <h3>应用场景与案例</h3> <ul> <li>解决灾难性遗忘问题</li> <li>Hope模型案例</li> </ul> </div> </div> <div class="toc-item"> <div class="toc-icon"> <i class="material-icons">settings</i> </div> <div class="toc-content"> <h3>算法原理与流程</h3> <ul> <li>嵌套学习的理论基础</li> <li>实现流程</li> </ul> </div> </div> </div> </div> <div class="footer"> 嵌套学习：赋予AI持续学习能力的革命性范式 </div> </div> </body> </html>
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✨步子哥 (steper) #2
12-04 15:52
<!DOCTYPE html> <html lang="zh-CN"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>引言：AI持续学习的挑战与机遇</title> <link href="https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;500;700&display=swap" rel="stylesheet"> <link href="https://fonts.googleapis.com/icon?family=Material+Icons" rel="stylesheet"> <style> * { margin: 0; padding: 0; box-sizing: border-box; } body { font-family: 'Noto Sans SC', sans-serif; overflow: hidden; } .slide { width: 1200px; min-height: 720px; position: relative; background-color: #f8f9fa; color: #263238; display: flex; flex-direction: column; } .header { background-color: #1976D2; color: white; padding: 20px 70px; display: flex; align-items: center; } .title { font-size: 40px; font-weight: 700; } .content { flex-grow: 1; padding: 40px 70px; display: flex; flex-direction: column; justify-content: space-between; } .section { display: flex; margin-bottom: 30px; align-items: center; } .section-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 60px; height: 60px; display: flex; justify-content: center; align-items: center; margin-right: 25px; flex-shrink: 0; } .section-icon .material-icons { font-size: 32px; } .section-content { flex-grow: 1; } .section-title { font-size: 24px; font-weight: 700; color: #1976D2; margin-bottom: 12px; } .section-points { display: flex; flex-wrap: wrap; gap: 15px; } .point { background-color: white; border-radius: 6px; padding: 12px 20px; box-shadow: 0 2px 8px rgba(0,0,0,0.05); font-size: 18px; display: flex; align-items: center; } .point:before { content: "•"; color: #1976D2; font-weight: bold; margin-right: 10px; } .highlight { color: #1976D2; font-weight: 500; } .image-container { flex: 1; display: flex; justify-content: center; align-items: center; padding: 0 20px; } .image-container img { max-width: 100%; max-height: 240px; border-radius: 8px; box-shadow: 0 4px 12px rgba(0,0,0,0.1); } .footer { background-color: #1976D2; color: white; padding: 10px 70px; font-size: 14px; text-align: right; } </style> </head> <body> <div class="slide"> <div class="header"> <h1 class="title">引言：AI持续学习的挑战与机遇</h1> </div> <div class="content"> <div class="section"> <div class="section-icon"> <i class="material-icons">warning</i> </div> <div class="section-content"> <h2 class="section-title">灾难性遗忘问题</h2> <div class="section-points"> <div class="point">模型学习新任务时<span class="highlight">遗忘旧任务</span></div> <div class="point">传统神经网络<span class="highlight">参数覆盖</span>导致知识丢失</div> <div class="point">阻碍AI系统<span class="highlight">长期积累知识</span></div> </div> </div> <div class="image-container"> <img src="https://sfile.chatglm.cn/moeSlide/image/49/497ea0e2.jpg" alt="灾难性遗忘示意图"> </div> </div> <div class="section"> <div class="section-icon"> <i class="material-icons">trending_up</i> </div> <div class="section-content"> <h2 class="section-title">持续学习的重要性</h2> <div class="section-points"> <div class="point">模拟人脑<span class="highlight">神经可塑性</span>能力</div> <div class="point">实现AI系统<span class="highlight">知识积累</span>与迭代</div> <div class="point">构建<span class="highlight">终身学习</span>型AI系统</div> </div> </div> <div class="image-container"> <img src="https://sfile.chatglm.cn/moeSlide/image/79/79eacea4.jpg" alt="持续学习示意图"> </div> </div> <div class="section"> <div class="section-icon"> <i class="material-icons">lightbulb</i> </div> <div class="section-content"> <h2 class="section-title">嵌套学习的提出</h2> <div class="section-points"> <div class="point">统一<span class="highlight">模型架构</span>与<span class="highlight">优化算法</span></div> <div class="point">构建<span class="highlight">多层级</span>优化系统</div> <div class="point">从根本上解决<span class="highlight">灾难性遗忘</span>问题</div> </div> </div> <div class="image-container"> <img src="https://sfile.chatglm.cn/moeSlide/image/0c/0c944840.jpg" alt="嵌套学习架构示意图"> </div> </div> </div> <div class="footer"> 嵌套学习：赋予AI持续学习能力的革命性范式 </div> </div> </body> </html>
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✨步子哥 (steper) #3
12-04 15:54
<!DOCTYPE html> <html lang="zh-CN"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>嵌套学习的定义与概念(1)：基本定义</title> <link href="https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;500;700&display=swap" rel="stylesheet"> <link href="https://fonts.googleapis.com/icon?family=Material+Icons" rel="stylesheet"> <style> * { margin: 0; padding: 0; box-sizing: border-box; } body { font-family: 'Noto Sans SC', sans-serif; overflow: hidden; } .slide { width: 1200px; min-height: 720px; position: relative; background-color: #f8f9fa; color: #263238; display: flex; flex-direction: column; } .header { background-color: #1976D2; color: white; padding: 20px 70px; display: flex; align-items: center; } .title { font-size: 40px; font-weight: 700; } .content { flex-grow: 1; padding: 40px 70px; display: flex; flex-direction: column; justify-content: space-between; } .definition-container { display: flex; margin-bottom: 40px; background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); overflow: hidden; } .definition-text { flex: 3; padding: 30px; } .definition-image { flex: 2; background-color: #E3F2FD; display: flex; justify-content: center; align-items: center; padding: 20px; } .definition-image img { max-width: 100%; max-height: 240px; border-radius: 8px; box-shadow: 0 4px 8px rgba(0,0,0,0.1); } .definition-title { font-size: 28px; font-weight: 700; color: #1976D2; margin-bottom: 20px; display: flex; align-items: center; } .definition-title .material-icons { margin-right: 15px; font-size: 32px; } .definition-content { font-size: 20px; line-height: 1.6; } .highlight { color: #1976D2; font-weight: 500; } .key-points { display: flex; justify-content: space-between; margin-top: 20px; } .key-point { flex: 1; background-color: white; border-radius: 8px; padding: 20px; margin: 0 10px; box-shadow: 0 2px 8px rgba(0,0,0,0.05); display: flex; flex-direction: column; align-items: center; text-align: center; } .key-point:first-child { margin-left: 0; } .key-point:last-child { margin-right: 0; } .key-point-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 60px; height: 60px; display: flex; justify-content: center; align-items: center; margin-bottom: 15px; } .key-point-icon .material-icons { font-size: 30px; } .key-point-title { font-size: 20px; font-weight: 700; color: #1976D2; margin-bottom: 10px; } .key-point-content { font-size: 18px; line-height: 1.5; } .footer { background-color: #1976D2; color: white; padding: 10px 70px; font-size: 14px; text-align: right; } </style> </head> <body> <div class="slide"> <div class="header"> <h1 class="title">嵌套学习的定义与概念(1)：基本定义</h1> </div> <div class="content"> <div class="definition-container"> <div class="definition-text"> <h2 class="definition-title"> <i class="material-icons">psychology</i> 嵌套学习 (Nested Learning, NL) </h2> <div class="definition-content"> 嵌套学习是一种<span class="highlight">新型机器学习范式</span>，将复杂的机器学习模型视为一系列<span class="highlight">相互嵌套或并行运行的优化问题</span>的集合，每个子问题都有自己独立的上下文流和更新频率。 </div> </div> <div class="definition-image"> <img src="https://sfile.chatglm.cn/moeSlide/image/95/95a65384.jpg" alt="嵌套学习架构示意图"> </div> </div> <div class="key-points"> <div class="key-point"> <div class="key-point-icon"> <i class="material-icons">school</i> </div> <h3 class="key-point-title">提出背景</h3> <div class="key-point-content"> 由谷歌研究院于2025年提出，发表在NeurIPS 2025会议上的突破性研究 </div> </div> <div class="key-point"> <div class="key-point-icon"> <i class="material-icons">architecture</i> </div> <h3 class="key-point-title">核心观点</h3> <div class="key-point-content"> 模型架构与优化算法本质上是同一类事物，只是不同层级的优化层 </div> </div> <div class="key-point"> <div class="key-point-icon"> <i class="material-icons">auto_fix_high</i> </div> <h3 class="key-point-title">核心目标</h3> <div class="key-point-content"> 从根本上解决AI持续学习中的"灾难性遗忘"问题，实现终身学习能力 </div> </div> </div> </div> <div class="footer"> 嵌套学习：赋予AI持续学习能力的革命性范式 </div> </div> </body> </html>
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✨步子哥 (steper) #4
12-04 15:54
<!DOCTYPE html> <html lang="zh-CN"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>嵌套学习的定义与概念(2)：核心思想</title> <link href="https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;500;700&display=swap" rel="stylesheet"> <link href="https://fonts.googleapis.com/icon?family=Material+Icons" rel="stylesheet"> <style> * { margin: 0; padding: 0; box-sizing: border-box; } body { font-family: 'Noto Sans SC', sans-serif; overflow: hidden; } .slide { width: 1200px; min-height: 720px; position: relative; background-color: #f8f9fa; color: #263238; display: flex; flex-direction: column; } .header { background-color: #1976D2; color: white; padding: 20px 70px; display: flex; align-items: center; } .title { font-size: 40px; font-weight: 700; } .content { flex-grow: 1; padding: 40px 70px; display: flex; flex-direction: column; justify-content: space-between; } .core-concept { background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 30px; margin-bottom: 30px; display: flex; align-items: center; } .concept-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 80px; height: 80px; display: flex; justify-content: center; align-items: center; margin-right: 30px; flex-shrink: 0; } .concept-icon .material-icons { font-size: 40px; } .concept-content { flex-grow: 1; } .concept-title { font-size: 28px; font-weight: 700; color: #1976D2; margin-bottom: 15px; } .concept-description { font-size: 20px; line-height: 1.5; } .highlight { color: #1976D2; font-weight: 500; } .principles-container { display: flex; gap: 20px; flex-grow: 1; } .principle { flex: 1; background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 25px; display: flex; flex-direction: column; } .principle-header { display: flex; align-items: center; margin-bottom: 20px; } .principle-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 50px; height: 50px; display: flex; justify-content: center; align-items: center; margin-right: 15px; flex-shrink: 0; } .principle-icon .material-icons { font-size: 28px; } .principle-title { font-size: 22px; font-weight: 700; color: #1976D2; } .principle-content { font-size: 18px; line-height: 1.5; flex-grow: 1; } .principle-points { margin-top: 15px; } .principle-point { display: flex; align-items: flex-start; margin-bottom: 12px; } .principle-point-icon { color: #1976D2; margin-right: 10px; flex-shrink: 0; } .principle-point-text { flex-grow: 1; } .footer { background-color: #1976D2; color: white; padding: 10px 70px; font-size: 14px; text-align: right; } </style> </head> <body> <div class="slide"> <div class="header"> <h1 class="title">嵌套学习的定义与概念(2)：核心思想</h1> </div> <div class="content"> <div class="core-concept"> <div class="concept-icon"> <i class="material-icons">layers</i> </div> <div class="concept-content"> <h2 class="concept-title">嵌套学习的核心思想</h2> <div class="concept-description"> 将复杂的机器学习模型视为一系列<span class="highlight">相互嵌套或并行运行的优化问题</span>的集合，每个子问题都有自己独立的上下文流和更新频率，形成多层级的学习系统。 </div> </div> </div> <div class="principles-container"> <div class="principle"> <div class="principle-header"> <div class="principle-icon"> <i class="material-icons">architecture</i> </div> <h3 class="principle-title">架构与算法的统一</h3> </div> <div class="principle-content"> 模型架构与优化算法本质上是同一类事物，只是处于不同"层级"的优化问题。 <div class="principle-points"> <div class="principle-point"> <i class="material-icons principle-point-icon">check_circle</i> <div class="principle-point-text">打破传统视角的割裂</div> </div> <div class="principle-point"> <i class="material-icons principle-point-icon">check_circle</i> <div class="principle-point-text">统一的学习框架</div> </div> <div class="principle-point"> <i class="material-icons principle-point-icon">check_circle</i> <div class="principle-point-text">新的设计维度</div> </div> </div> </div> </div> <div class="principle"> <div class="principle-header"> <div class="principle-icon"> <i class="material-icons">update</i> </div> <h3 class="principle-title">更新频率概念</h3> </div> <div class="principle-content"> 每个层级都有其自身的信息流和更新速率，形成有序的"层级"结构。 <div class="principle-points"> <div class="principle-point"> <i class="material-icons principle-point-icon">check_circle</i> <div class="principle-point-text">独立的信息流</div> </div> <div class="principle-point"> <i class="material-icons principle-point-icon">check_circle</i> <div class="principle-point-text">多时间尺度更新</div> </div> <div class="principle-point"> <i class="material-icons principle-point-icon">check_circle</i> <div class="principle-point-text">层级化协作机制</div> </div> </div> </div> </div> <div class="principle"> <div class="principle-header"> <div class="principle-icon"> <i class="material-icons">memory</i> </div> <h3 class="principle-title">联想记忆机制</h3> </div> <div class="principle-content"> 将训练过程和关键架构组件形式化为联想记忆模块，学习数据间的映射关系。 <div class="principle-points"> <div class="principle-point"> <i class="material-icons principle-point-icon">check_circle</i> <div class="principle-point-text">反向传播的联想记忆建模</div> </div> <div class="principle-point"> <i class="material-icons principle-point-icon">check_circle</i> <div class="principle-point-text">Transformer注意力机制重构</div> </div> <div class="principle-point"> <i class="material-icons principle-point-icon">check_circle</i> <div class="principle-point-text">深度计算组件构建</div> </div> </div> </div> </div> </div> </div> <div class="footer"> 嵌套学习：赋予AI持续学习能力的革命性范式 </div> </div> </body> </html>
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✨步子哥 (steper) #5
12-04 15:55
<!DOCTYPE html> <html lang="zh-CN"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>嵌套学习的定义与概念(3)：与传统方法的对比</title> <link href="https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;500;700&display=swap" rel="stylesheet"> <link href="https://fonts.googleapis.com/icon?family=Material+Icons" rel="stylesheet"> <style> * { margin: 0; padding: 0; box-sizing: border-box; } body { font-family: 'Noto Sans SC', sans-serif; overflow: hidden; } .slide { width: 1200px; min-height: 720px; position: relative; background-color: #f8f9fa; color: #263238; display: flex; flex-direction: column; } .header { background-color: #1976D2; color: white; padding: 20px 70px; display: flex; align-items: center; } .title { font-size: 40px; font-weight: 700; } .content { flex-grow: 1; padding: 40px 70px; display: flex; flex-direction: column; } .intro { margin-bottom: 30px; } .intro-title { font-size: 24px; font-weight: 700; color: #1976D2; margin-bottom: 15px; display: flex; align-items: center; } .intro-title .material-icons { margin-right: 10px; font-size: 28px; } .intro-content { font-size: 20px; line-height: 1.5; } .highlight { color: #1976D2; font-weight: 500; } .comparison-container { flex-grow: 1; display: flex; gap: 30px; } .comparison-table { flex: 3; background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); overflow: hidden; } .table-header { background-color: #E3F2FD; display: flex; padding: 0; } .table-header-cell { flex: 1; padding: 15px; font-size: 20px; font-weight: 700; text-align: center; color: #1976D2; border-right: 1px solid #BBDEFB; } .table-header-cell:last-child { border-right: none; } .table-row { display: flex; border-bottom: 1px solid #E0E0E0; } .table-row:last-child { border-bottom: none; } .table-cell { flex: 1; padding: 15px; font-size: 18px; display: flex; align-items: center; border-right: 1px solid #E0E0E0; } .table-cell:last-child { border-right: none; } .table-cell:first-child { font-weight: 500; background-color: #F5F5F5; } .table-cell .material-icons { margin-right: 8px; color: #1976D2; } .table-cell .material-icons.negative { color: #F44336; } .table-cell .material-icons.positive { color: #4CAF50; } .advantages { flex: 2; display: flex; flex-direction: column; gap: 20px; } .advantage-card { background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 20px; flex: 1; display: flex; flex-direction: column; } .advantage-header { display: flex; align-items: center; margin-bottom: 15px; } .advantage-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 50px; height: 50px; display: flex; justify-content: center; align-items: center; margin-right: 15px; flex-shrink: 0; } .advantage-icon .material-icons { font-size: 28px; } .advantage-title { font-size: 20px; font-weight: 700; color: #1976D2; } .advantage-content { font-size: 18px; line-height: 1.5; flex-grow: 1; } .footer { background-color: #1976D2; color: white; padding: 10px 70px; font-size: 14px; text-align: right; } </style> </head> <body> <div class="slide"> <div class="header"> <h1 class="title">嵌套学习的定义与概念(3)：与传统方法的对比</h1> </div> <div class="content"> <div class="intro"> <h2 class="intro-title"> <i class="material-icons">compare_arrows</i> 传统方法与嵌套学习的根本差异 </h2> <div class="intro-content"> 传统深度学习方法将<span class="highlight">模型架构</span>与<span class="highlight">优化算法</span>视为两个独立部分，而嵌套学习则将两者统一，构建了多层级的学习系统，从根本上解决了持续学习中的核心问题。 </div> </div> <div class="comparison-container"> <div class="comparison-table"> <div class="table-header"> <div class="table-header-cell">对比维度</div> <div class="table-header-cell">传统深度学习</div> <div class="table-header-cell">嵌套学习</div> </div> <div class="table-row"> <div class="table-cell">架构与算法关系</div> <div class="table-cell"><i class="material-icons negative">close</i>视为两个独立部分</div> <div class="table-cell"><i class="material-icons positive">check_circle</i>视为同一类事物的不同层级</div> </div> <div class="table-row"> <div class="table-cell">参数更新机制</div> <div class="table-cell"><i class="material-icons negative">close</i>扁平式、单一频率</div> <div class="table-cell"><i class="material-icons positive">check_circle</i>多层级、多频率</div> </div> <div class="table-row"> <div class="table-cell">记忆系统</div> <div class="table-cell"><i class="material-icons negative">close</i>短期/长期二元结构</div> <div class="table-cell"><i class="material-icons positive">check_circle</i>连续谱记忆系统</div> </div> <div class="table-row"> <div class="table-cell">灾难性遗忘</div> <div class="table-cell"><i class="material-icons negative">close</i>难以解决</div> <div class="table-cell"><i class="material-icons positive">check_circle</i>从根本上解决</div> </div> <div class="table-row"> <div class="table-cell">模型扩展方式</div> <div class="table-cell"><i class="material-icons negative">close</i>堆层扩参</div> <div class="table-cell"><i class="material-icons positive">check_circle</i>层级化协作</div> </div> </div> <div class="advantages"> <div class="advantage-card"> <div class="advantage-header"> <div class="advantage-icon"> <i class="material-icons">layers</i> </div> <h3 class="advantage-title">多层级学习</h3> </div> <div class="advantage-content"> 通过不同更新频率的层级化协作，实现信息的分层处理与存储，模拟人脑的记忆机制。 </div> </div> <div class="advantage-card"> <div class="advantage-header"> <div class="advantage-icon"> <i class="material-icons">auto_fix_high</i> </div> <h3 class="advantage-title">自我修改能力</h3> </div> <div class="advantage-content"> 模型能够自主学习"如何调整自身参数"，面对新领域数据时能灵活适配，无需人工干预。 </div> </div> <div class="advantage-card"> <div class="advantage-header"> <div class="advantage-icon"> <i class="material-icons">memory</i> </div> <h3 class="advantage-title">持续记忆系统</h3> </div> <div class="advantage-content"> 连续谱记忆系统将记忆视为一系列模块，每个模块以不同频率更新，实现知识的持续积累与整合。 </div> </div> </div> </div> </div> <div class="footer"> 嵌套学习：赋予AI持续学习能力的革命性范式 </div> </div> </body> </html>
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✨步子哥 (steper) #6
12-04 15:56
<!DOCTYPE html> <html lang="zh-CN"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>核心创新(1)：深度优化器</title> <link href="https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;500;700&display=swap" rel="stylesheet"> <link href="https://fonts.googleapis.com/icon?family=Material+Icons" rel="stylesheet"> <style> * { margin: 0; padding: 0; box-sizing: border-box; } body { font-family: 'Noto Sans SC', sans-serif; overflow: hidden; } .slide { width: 1200px; min-height: 720px; position: relative; background-color: #f8f9fa; color: #263238; display: flex; flex-direction: column; } .header { background-color: #1976D2; color: white; padding: 20px 70px; display: flex; align-items: center; } .title { font-size: 40px; font-weight: 700; } .content { flex-grow: 1; padding: 40px 70px; display: flex; flex-direction: column; } .definition-container { background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 30px; margin-bottom: 30px; display: flex; align-items: center; } .definition-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 80px; height: 80px; display: flex; justify-content: center; align-items: center; margin-right: 30px; flex-shrink: 0; } .definition-icon .material-icons { font-size: 40px; } .definition-content { flex-grow: 1; } .definition-title { font-size: 28px; font-weight: 700; color: #1976D2; margin-bottom: 15px; } .definition-description { font-size: 20px; line-height: 1.5; } .highlight { color: #1976D2; font-weight: 500; } .features-container { display: flex; gap: 30px; flex-grow: 1; } .feature { flex: 1; background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 25px; display: flex; flex-direction: column; } .feature-header { display: flex; align-items: center; margin-bottom: 20px; } .feature-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 50px; height: 50px; display: flex; justify-content: center; align-items: center; margin-right: 15px; flex-shrink: 0; } .feature-icon .material-icons { font-size: 28px; } .feature-title { font-size: 22px; font-weight: 700; color: #1976D2; } .feature-content { font-size: 18px; line-height: 1.5; flex-grow: 1; } .feature-points { margin-top: 15px; } .feature-point { display: flex; align-items: flex-start; margin-bottom: 12px; } .feature-point-icon { color: #1976D2; margin-right: 10px; flex-shrink: 0; } .feature-point-text { flex-grow: 1; } .formula { background-color: #F5F5F5; border-radius: 8px; padding: 15px; margin-top: 15px; font-family: 'Times New Roman', Times, serif; font-size: 20px; text-align: center; font-style: italic; } .footer { background-color: #1976D2; color: white; padding: 10px 70px; font-size: 14px; text-align: right; } </style> </head> <body> <div class="slide"> <div class="header"> <h1 class="title">核心创新(1)：深度优化器</h1> </div> <div class="content"> <div class="definition-container"> <div class="definition-icon"> <i class="material-icons">speed</i> </div> <div class="definition-content"> <h2 class="definition-title">深度优化器定义</h2> <div class="definition-description"> 将优化器（如动量优化器）视为<span class="highlight">联想记忆模块</span>，应用联想记忆原理改进优化器设计，使其对不完美数据更具鲁棒性。 </div> </div> </div> <div class="features-container"> <div class="feature"> <div class="feature-header"> <div class="feature-icon"> <i class="material-icons">psychology</i> </div> <h3 class="feature-title">联想记忆视角</h3> </div> <div class="feature-content"> 传统优化器仅依赖简单的点积相似度，未考虑数据样本间的复杂关系。 <div class="feature-points"> <div class="feature-point"> <i class="material-icons feature-point-icon">arrow_right</i> <div class="feature-point-text">优化器作为记忆系统</div> </div> <div class="feature-point"> <i class="material-icons feature-point-icon">arrow_right</i> <div class="feature-point-text">梯度历史存储与检索</div> </div> <div class="feature-point"> <i class="material-icons feature-point-icon">arrow_right</i> <div class="feature-point-text">复杂模式识别能力</div> </div> </div> </div> </div> <div class="feature"> <div class="feature-header"> <div class="feature-icon"> <i class="material-icons">tune</i> </div> <h3 class="feature-title">目标函数改进</h3> </div> <div class="feature-content"> 将优化目标改为更标准的损失指标，如L2回归损失，提升对噪声数据的鲁棒性。 <div class="feature-points"> <div class="feature-point"> <i class="material-icons feature-point-icon">arrow_right</i> <div class="feature-point-text">L2回归损失替代点积相似度</div> </div> <div class="feature-point"> <i class="material-icons feature-point-icon">arrow_right</i> <div class="feature-point-text">噪声数据适应性增强</div> </div> <div class="feature-point"> <i class="material-icons feature-point-icon">arrow_right</i> <div class="feature-point-text">梯度变化预判能力</div> </div> </div> <div class="formula"> m<sub>t</sub> = β<sub>1</sub>m<sub>t-1</sub> + (1-β<sub>1</sub>)∇<sub>θ</sub>L(θ<sub>t</sub>) </div> </div> </div> <div class="feature"> <div class="feature-header"> <div class="feature-icon"> <i class="material-icons">auto_fix_high</i> </div> <h3 class="feature-title">创新实现</h3> </div> <div class="feature-content"> 通过MLP神经网络替代线性记忆存储，实现梯度规律的智能处理与调参。 <div class="feature-points"> <div class="feature-point"> <i class="material-icons feature-point-icon">arrow_right</i> <div class="feature-point-text">梯度预处理机制</div> </div> <div class="feature-point"> <i class="material-icons feature-point-icon">arrow_right</i> <div class="feature-point-text">梯度规律学习</div> </div> <div class="feature-point"> <i class="material-icons feature-point-icon">arrow_right</i> <div class="feature-point-text">自适应参数调整</div> </div> </div> </div> </div> </div> </div> <div class="footer"> 嵌套学习：赋予AI持续学习能力的革命性范式 </div> </div> </body> </html>
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✨步子哥 (steper) #7
12-04 15:56
<!DOCTYPE html> <html lang="zh-CN"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>核心创新(2)：连续记忆系统</title> <link href="https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;500;700&display=swap" rel="stylesheet"> <link href="https://fonts.googleapis.com/icon?family=Material+Icons" rel="stylesheet"> <style> * { margin: 0; padding: 0; box-sizing: border-box; } body { font-family: 'Noto Sans SC', sans-serif; overflow: hidden; } .slide { width: 1200px; min-height: 720px; position: relative; background-color: #f8f9fa; color: #263238; display: flex; flex-direction: column; } .header { background-color: #1976D2; color: white; padding: 20px 70px; display: flex; align-items: center; } .title { font-size: 40px; font-weight: 700; } .content { flex-grow: 1; padding: 40px 70px; display: flex; flex-direction: column; } .definition-container { background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 30px; margin-bottom: 30px; display: flex; align-items: center; } .definition-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 80px; height: 80px; display: flex; justify-content: center; align-items: center; margin-right: 30px; flex-shrink: 0; } .definition-icon .material-icons { font-size: 40px; } .definition-content { flex-grow: 1; } .definition-title { font-size: 28px; font-weight: 700; color: #1976D2; margin-bottom: 15px; } .definition-description { font-size: 20px; line-height: 1.5; } .highlight { color: #1976D2; font-weight: 500; } .memory-system-container { display: flex; gap: 30px; flex-grow: 1; } .memory-system { flex: 1; background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 25px; display: flex; flex-direction: column; } .memory-header { display: flex; align-items: center; margin-bottom: 20px; } .memory-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 50px; height: 50px; display: flex; justify-content: center; align-items: center; margin-right: 15px; flex-shrink: 0; } .memory-icon .material-icons { font-size: 28px; } .memory-title { font-size: 22px; font-weight: 700; color: #1976D2; } .memory-content { font-size: 18px; line-height: 1.5; flex-grow: 1; } .memory-points { margin-top: 15px; } .memory-point { display: flex; align-items: flex-start; margin-bottom: 12px; } .memory-point-icon { color: #1976D2; margin-right: 10px; flex-shrink: 0; } .memory-point-text { flex-grow: 1; } .memory-visual { margin-top: 20px; background-color: #F5F5F5; border-radius: 8px; padding: 15px; display: flex; justify-content: space-between; align-items: center; } .memory-block { flex: 1; text-align: center; padding: 10px; border-radius: 6px; margin: 0 5px; font-weight: 500; } .memory-block-short { background-color: #E3F2FD; color: #1976D2; } .memory-block-medium { background-color: #BBDEFB; color: #0D47A1; } .memory-block-long { background-color: #90CAF9; color: #01579B; } .footer { background-color: #1976D2; color: white; padding: 10px 70px; font-size: 14px; text-align: right; } </style> </head> <body> <div class="slide"> <div class="header"> <h1 class="title">核心创新(2)：连续记忆系统</h1> </div> <div class="content"> <div class="definition-container"> <div class="definition-icon"> <i class="material-icons">memory</i> </div> <div class="definition-content"> <h2 class="definition-title">连续记忆系统 (Continuum Memory Systems, CMS)</h2> <div class="definition-description"> 将记忆视为<span class="highlight">一系列模块</span>，每个模块以<span class="highlight">不同的特定频率更新</span>，从短期记忆平滑过渡到长期记忆，创建更丰富、更高效的持续学习记忆体系。 </div> </div> </div> <div class="memory-system-container"> <div class="memory-system"> <div class="memory-header"> <div class="memory-icon"> <i class="material-icons">compare_arrows</i> </div> <h3 class="memory-title">传统二元结构 vs 连续谱</h3> </div> <div class="memory-content"> 传统Transformer采用短期/长期记忆二元结构，CMS则扩展为连续记忆谱。 <div class="memory-points"> <div class="memory-point"> <i class="material-icons memory-point-icon">arrow_right</i> <div class="memory-point-text">序列模型：短期记忆</div> </div> <div class="memory-point"> <i class="material-icons memory-point-icon">arrow_right</i> <div class="memory-point-text">前馈网络：长期记忆</div> </div> <div class="memory-point"> <i class="material-icons memory-point-icon">arrow_right</i> <div class="memory-point-text">CMS：多频率记忆模块</div> </div> </div> <div class="memory-visual"> <div class="memory-block memory-block-short">短期</div> <div class="memory-block memory-block-medium">中期</div> <div class="memory-block memory-block-long">长期</div> </div> </div> </div> <div class="memory-system"> <div class="memory-header"> <div class="memory-icon"> <i class="material-icons">update</i> </div> <h3 class="memory-title">多频率更新机制</h3> </div> <div class="memory-content"> 不同记忆模块按不同频率更新，实现知识的分层积累与整合。 <div class="memory-points"> <div class="memory-point"> <i class="material-icons memory-point-icon">arrow_right</i> <div class="memory-point-text">高频模块：即时信息处理</div> </div> <div class="memory-point"> <i class="material-icons memory-point-icon">arrow_right</i> <div class="memory-point-text">中频模块：中期知识沉淀</div> </div> <div class="memory-point"> <i class="material-icons memory-point-icon">arrow_right</i> <div class="memory-point-text">低频模块：长期规律固化</div> </div> </div> <div class="memory-visual"> <div class="memory-block memory-block-short">高频率</div> <div class="memory-block memory-block-medium">中频率</div> <div class="memory-block memory-block-long">低频率</div> </div> </div> </div> <div class="memory-system"> <div class="memory-header"> <div class="memory-icon"> <i class="material-icons">psychology</i> </div> <h3 class="memory-title">类人脑记忆机制</h3> </div> <div class="memory-content"> 模拟人脑"海马体-皮层"记忆机制，实现知识的动态积累与关联。 <div class="memory-points"> <div class="memory-point"> <i class="material-icons memory-point-icon">arrow_right</i> <div class="memory-point-text">海马体：快速形成新记忆</div> </div> <div class="memory-point"> <i class="material-icons memory-point-icon">arrow_right</i> <div class="memory-point-text">皮层：长期存储与关联</div> </div> <div class="memory-point"> <i class="material-icons memory-point-icon">arrow_right</i> <div class="memory-point-text">多层级协同：记忆整合</div> </div> </div> <div class="memory-visual"> <div class="memory-block memory-block-short">快速绑定</div> <div class="memory-block memory-block-medium">索引创建</div> <div class="memory-block memory-block-long">皮层固化</div> </div> </div> </div> </div> </div> <div class="footer"> 嵌套学习：赋予AI持续学习能力的革命性范式 </div> </div> </body> </html>
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✨步子哥 (steper) #8
12-04 15:57
<!DOCTYPE html> <html lang="zh-CN"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>核心创新(3)：自我修改机制</title> <link href="https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;500;700&display=swap" rel="stylesheet"> <link href="https://fonts.googleapis.com/icon?family=Material+Icons" rel="stylesheet"> <style> * { margin: 0; padding: 0; box-sizing: border-box; } body { font-family: 'Noto Sans SC', sans-serif; overflow: hidden; } .slide { width: 1200px; min-height: 720px; position: relative; background-color: #f8f9fa; color: #263238; display: flex; flex-direction: column; } .header { background-color: #1976D2; color: white; padding: 20px 70px; display: flex; align-items: center; } .title { font-size: 40px; font-weight: 700; } .content { flex-grow: 1; padding: 40px 70px; display: flex; flex-direction: column; } .definition-container { background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 30px; margin-bottom: 30px; display: flex; align-items: center; } .definition-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 80px; height: 80px; display: flex; justify-content: center; align-items: center; margin-right: 30px; flex-shrink: 0; } .definition-icon .material-icons { font-size: 40px; } .definition-content { flex-grow: 1; } .definition-title { font-size: 28px; font-weight: 700; color: #1976D2; margin-bottom: 15px; } .definition-description { font-size: 20px; line-height: 1.5; } .highlight { color: #1976D2; font-weight: 500; } .mechanism-container { display: flex; gap: 30px; flex-grow: 1; } .mechanism { flex: 1; background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 25px; display: flex; flex-direction: column; } .mechanism-header { display: flex; align-items: center; margin-bottom: 20px; } .mechanism-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 50px; height: 50px; display: flex; justify-content: center; align-items: center; margin-right: 15px; flex-shrink: 0; } .mechanism-icon .material-icons { font-size: 28px; } .mechanism-title { font-size: 22px; font-weight: 700; color: #1976D2; } .mechanism-content { font-size: 18px; line-height: 1.5; flex-grow: 1; } .mechanism-points { margin-top: 15px; } .mechanism-point { display: flex; align-items: flex-start; margin-bottom: 12px; } .mechanism-point-icon { color: #1976D2; margin-right: 10px; flex-shrink: 0; } .mechanism-point-text { flex-grow: 1; } .process-flow { margin-top: 20px; background-color: #F5F5F5; border-radius: 8px; padding: 15px; display: flex; justify-content: space-between; align-items: center; } .process-step { flex: 1; text-align: center; padding: 10px; border-radius: 6px; margin: 0 5px; font-weight: 500; position: relative; } .process-step:not(:last-child):after { content: "\e5cc"; font-family: 'Material Icons'; position: absolute; right: -15px; top: 50%; transform: translateY(-50%); color: #1976D2; } .footer { background-color: #1976D2; color: white; padding: 10px 70px; font-size: 14px; text-align: right; } </style> </head> <body> <div class="slide"> <div class="header"> <h1 class="title">核心创新(3)：自我修改机制</h1> </div> <div class="content"> <div class="definition-container"> <div class="definition-icon"> <i class="material-icons">auto_fix_high</i> </div> <div class="definition-content"> <h2 class="definition-title">自我修改机制定义</h2> <div class="definition-description"> 让模型<span class="highlight">摆脱固定更新规则</span>的束缚，在训练过程中<span class="highlight">自主学习如何调整自身参数</span>，面对新领域数据时能灵活适配，无需人工干预修改架构。 </div> </div> </div> <div class="mechanism-container"> <div class="mechanism"> <div class="mechanism-header"> <div class="mechanism-icon"> <i class="material-icons">settings_suggest</i> </div> <h3 class="mechanism-title">自适应参数调整</h3> </div> <div class="mechanism-content"> 模型能够根据任务需求动态调整学习规则，实现参数更新策略的自主优化。 <div class="mechanism-points"> <div class="mechanism-point"> <i class="material-icons mechanism-point-icon">arrow_right</i> <div class="mechanism-point-text">学习率动态调整</div> </div> <div class="mechanism-point"> <i class="material-icons mechanism-point-icon">arrow_right</i> <div class="mechanism-point-text">优化策略自主选择</div> </div> <div class="mechanism-point"> <i class="material-icons mechanism-point-icon">arrow_right</i> <div class="mechanism-point-text">参数更新频率自适应</div> </div> </div> <div class="process-flow"> <div class="process-step">数据输入</div> <div class="process-step">性能评估</div> <div class="process-step">规则调整</div> <div class="process-step">参数更新</div> </div> </div> </div> <div class="mechanism"> <div class="mechanism-header"> <div class="mechanism-icon"> <i class="material-icons">psychology</i> </div> <h3 class="mechanism-title">元学习能力</h3> </div> <div class="mechanism-content"> 模型不仅学习任务本身，还学习如何学习，实现"学习的学习"能力。 <div class="mechanism-points"> <div class="mechanism-point"> <i class="material-icons mechanism-point-icon">arrow_right</i> <div class="mechanism-point-text">学习策略优化</div> </div> <div class="mechanism-point"> <i class="material-icons mechanism-point-icon">arrow_right</i> <div class="mechanism-point-text">任务迁移能力</div> </div> <div class="mechanism-point"> <i class="material-icons mechanism-point-icon">arrow_right</i> <div class="mechanism-point-text">快速适应新领域</div> </div> </div> <div class="process-flow"> <div class="process-step">任务分析</div> <div class="process-step">策略选择</div> <div class="process-step">模型调整</div> <div class="process-step">性能验证</div> </div> </div> </div> <div class="mechanism"> <div class="mechanism-header"> <div class="mechanism-icon"> <i class="material-icons">architecture</i> </div> <h3 class="mechanism-title">架构动态演化</h3> </div> <div class="mechanism-content"> 模型能够根据任务复杂度和数据特性，自主调整内部架构结构。 <div class="mechanism-points"> <div class="mechanism-point"> <i class="material-icons mechanism-point-icon">arrow_right</i> <div class="mechanism-point-text">层级结构动态调整</div> </div> <div class="mechanism-point"> <i class="material-icons mechanism-point-icon">arrow_right</i> <div class="mechanism-point-text">记忆模块自适应分配</div> </div> <div class="mechanism-point"> <i class="material-icons mechanism-point-icon">arrow_right</i> <div class="mechanism-point-text">计算资源智能调度</div> </div> </div> <div class="process-flow"> <div class="process-step">需求分析</div> <div class="process-step">架构规划</div> <div class="process-step">结构调整</div> <div class="process-step">效果评估</div> </div> </div> </div> </div> </div> <div class="footer"> 嵌套学习：赋予AI持续学习能力的革命性范式 </div> </div> </body> </html>
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✨步子哥 (steper) #9
12-04 15:57
<!DOCTYPE html> <html lang="zh-CN"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>应用场景与案例(1)：解决灾难性遗忘问题</title> <link href="https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;500;700&display=swap" rel="stylesheet"> <link href="https://fonts.googleapis.com/icon?family=Material+Icons" rel="stylesheet"> <style> * { margin: 0; padding: 0; box-sizing: border-box; } body { font-family: 'Noto Sans SC', sans-serif; overflow: hidden; } .slide { width: 1200px; min-height: 720px; position: relative; background-color: #f8f9fa; color: #263238; display: flex; flex-direction: column; } .header { background-color: #1976D2; color: white; padding: 20px 70px; display: flex; align-items: center; } .title { font-size: 40px; font-weight: 700; } .content { flex-grow: 1; padding: 40px 70px; display: flex; flex-direction: column; } .problem-solution { display: flex; gap: 30px; margin-bottom: 30px; flex-grow: 1; } .card { flex: 1; background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 25px; display: flex; flex-direction: column; } .card-header { display: flex; align-items: center; margin-bottom: 20px; } .card-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 60px; height: 60px; display: flex; justify-content: center; align-items: center; margin-right: 20px; flex-shrink: 0; } .card-icon .material-icons { font-size: 32px; } .card-title { font-size: 24px; font-weight: 700; color: #1976D2; } .card-content { font-size: 20px; line-height: 1.5; flex-grow: 1; } .highlight { color: #1976D2; font-weight: 500; } .key-points { margin-top: 20px; } .key-point { display: flex; align-items: flex-start; margin-bottom: 15px; } .key-point-icon { color: #1976D2; margin-right: 12px; flex-shrink: 0; } .key-point-text { flex-grow: 1; } .comparison { display: flex; margin-top: 20px; background-color: #F5F5F5; border-radius: 8px; overflow: hidden; } .comparison-side { flex: 1; padding: 15px; text-align: center; font-weight: 500; font-size: 18px; } .comparison-side:first-child { background-color: #FFEBEE; color: #C62828; border-right: 2px solid #E0E0E0; } .comparison-side:last-child { background-color: #E8F5E9; color: #2E7D32; } .applications { background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 25px; margin-top: 20px; } .applications-header { display: flex; align-items: center; margin-bottom: 20px; } .applications-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 50px; height: 50px; display: flex; justify-content: center; align-items: center; margin-right: 15px; flex-shrink: 0; } .applications-icon .material-icons { font-size: 28px; } .applications-title { font-size: 24px; font-weight: 700; color: #1976D2; } .application-grid { display: grid; grid-template-columns: repeat(3, 1fr); gap: 20px; } .application-item { background-color: #F5F5F5; border-radius: 8px; padding: 15px; display: flex; align-items: center; } .application-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 40px; height: 40px; display: flex; justify-content: center; align-items: center; margin-right: 15px; flex-shrink: 0; } .application-icon .material-icons { font-size: 22px; } .application-text { font-size: 18px; font-weight: 500; } .footer { background-color: #1976D2; color: white; padding: 10px 70px; font-size: 14px; text-align: right; } </style> </head> <body> <div class="slide"> <div class="header"> <h1 class="title">应用场景与案例(1)：解决灾难性遗忘问题</h1> </div> <div class="content"> <div class="problem-solution"> <div class="card"> <div class="card-header"> <div class="card-icon"> <i class="material-icons">warning</i> </div> <h2 class="card-title">灾难性遗忘问题</h2> </div> <div class="card-content"> 神经网络在学习新任务时，会<span class="highlight">覆盖或破坏</span>已学习任务的权重分布，导致模型无法再正确执行之前的任务。 <div class="key-points"> <div class="key-point"> <i class="material-icons key-point-icon">arrow_right</i> <div class="key-point-text">参数干扰：新任务训练影响旧任务参数</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">arrow_right</i> <div class="key-point-text">共享表示空间：新旧任务冲突</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">arrow_right</i> <div class="key-point-text">过度拟合新任务：削弱旧任务泛化能力</div> </div> </div> <div class="comparison"> <div class="comparison-side">学习新任务<br>忘记旧知识</div> <div class="comparison-side">持续积累<br>终身学习</div> </div> </div> </div> <div class="card"> <div class="card-header"> <div class="card-icon"> <i class="material-icons">lightbulb</i> </div> <h2 class="card-title">嵌套学习解决方案</h2> </div> <div class="card-content"> 通过<span class="highlight">多层级学习系统</span>和<span class="highlight">差异化更新频率</span>，实现新旧知识的和谐共存。 <div class="key-points"> <div class="key-point"> <i class="material-icons key-point-icon">arrow_right</i> <div class="key-point-text">深度优化器：梯度历史智能处理</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">arrow_right</i> <div class="key-point-text">连续记忆系统：多频率记忆模块</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">arrow_right</i> <div class="key-point-text">自我修改机制：动态调整学习规则</div> </div> </div> <div class="comparison"> <div class="comparison-side">传统方法<br>知识覆盖</div> <div class="comparison-side">嵌套学习<br>知识整合</div> </div> </div> </div> </div> <div class="applications"> <div class="applications-header"> <div class="applications-icon"> <i class="material-icons">cases</i> </div> <h2 class="applications-title">应用场景</h2> </div> <div class="application-grid"> <div class="application-item"> <div class="application-icon"> <i class="material-icons">support_agent</i> </div> <div class="application-text">智能客服系统</div> </div> <div class="application-item"> <div class="application-icon"> <i class="material-icons">person</i> </div> <div class="application-text">个性化助手</div> </div> <div class="application-item"> <div class="application-icon"> <i class="material-icons">business</i> </div> <div class="application-text">企业知识管理</div> </div> <div class="application-item"> <div class="application-icon"> <i class="material-icons">school</i> </div> <div class="application-text">教育AI系统</div> </div> <div class="application-item"> <div class="application-icon"> <i class="material-icons">health_and_safety</i> </div> <div class="application-text">医疗诊断助手</div> </div> <div class="application-item"> <div class="application-icon"> <i class="material-icons">directions_car</i> </div> <div class="application-text">自动驾驶系统</div> </div> </div> </div> </div> <div class="footer"> 嵌套学习：赋予AI持续学习能力的革命性范式 </div> </div> </body> </html>
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✨步子哥 (steper) #10
12-04 15:58
<!DOCTYPE html> <html lang="zh-CN"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>应用场景与案例(1)：解决灾难性遗忘问题</title> <link href="https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;500;700&display=swap" rel="stylesheet"> <link href="https://fonts.googleapis.com/icon?family=Material+Icons" rel="stylesheet"> <style> * { margin: 0; padding: 0; box-sizing: border-box; } body { font-family: 'Noto Sans SC', sans-serif; overflow: hidden; } .slide { width: 1200px; min-height: 720px; position: relative; background-color: #f8f9fa; color: #263238; display: flex; flex-direction: column; } .header { background-color: #1976D2; color: white; padding: 20px 70px; display: flex; align-items: center; } .title { font-size: 40px; font-weight: 700; } .content { flex-grow: 1; padding: 40px 70px; display: flex; flex-direction: column; } .problem-solution { display: flex; gap: 30px; margin-bottom: 30px; flex-grow: 1; } .card { flex: 1; background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 25px; display: flex; flex-direction: column; } .card-header { display: flex; align-items: center; margin-bottom: 20px; } .card-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 60px; height: 60px; display: flex; justify-content: center; align-items: center; margin-right: 20px; flex-shrink: 0; } .card-icon .material-icons { font-size: 32px; } .card-title { font-size: 24px; font-weight: 700; color: #1976D2; } .card-content { font-size: 20px; line-height: 1.5; flex-grow: 1; } .highlight { color: #1976D2; font-weight: 500; } .key-points { margin-top: 20px; } .key-point { display: flex; align-items: flex-start; margin-bottom: 15px; } .key-point-icon { color: #1976D2; margin-right: 12px; flex-shrink: 0; } .key-point-text { flex-grow: 1; } .comparison { display: flex; margin-top: 20px; background-color: #F5F5F5; border-radius: 8px; overflow: hidden; } .comparison-side { flex: 1; padding: 15px; text-align: center; font-weight: 500; font-size: 18px; } .comparison-side:first-child { background-color: #FFEBEE; color: #C62828; border-right: 2px solid #E0E0E0; } .comparison-side:last-child { background-color: #E8F5E9; color: #2E7D32; } .applications { background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 25px; margin-top: 20px; } .applications-header { display: flex; align-items: center; margin-bottom: 20px; } .applications-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 50px; height: 50px; display: flex; justify-content: center; align-items: center; margin-right: 15px; flex-shrink: 0; } .applications-icon .material-icons { font-size: 28px; } .applications-title { font-size: 24px; font-weight: 700; color: #1976D2; } .application-grid { display: grid; grid-template-columns: repeat(3, 1fr); gap: 20px; } .application-item { background-color: #F5F5F5; border-radius: 8px; padding: 15px; display: flex; align-items: center; } .application-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 40px; height: 40px; display: flex; justify-content: center; align-items: center; margin-right: 15px; flex-shrink: 0; } .application-icon .material-icons { font-size: 22px; } .application-text { font-size: 18px; font-weight: 500; } .footer { background-color: #1976D2; color: white; padding: 10px 70px; font-size: 14px; text-align: right; } </style> </head> <body> <div class="slide"> <div class="header"> <h1 class="title">应用场景与案例(1)：解决灾难性遗忘问题</h1> </div> <div class="content"> <div class="problem-solution"> <div class="card"> <div class="card-header"> <div class="card-icon"> <i class="material-icons">warning</i> </div> <h2 class="card-title">灾难性遗忘问题</h2> </div> <div class="card-content"> 神经网络在学习新任务时，会<span class="highlight">覆盖或破坏</span>已学习任务的权重分布，导致模型无法再正确执行之前的任务。 <div class="key-points"> <div class="key-point"> <i class="material-icons key-point-icon">arrow_right</i> <div class="key-point-text">参数干扰：新任务训练影响旧任务参数</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">arrow_right</i> <div class="key-point-text">共享表示空间：新旧任务冲突</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">arrow_right</i> <div class="key-point-text">过度拟合新任务：削弱旧任务泛化能力</div> </div> </div> <div class="comparison"> <div class="comparison-side">学习新任务<br>忘记旧知识</div> <div class="comparison-side">持续积累<br>终身学习</div> </div> </div> </div> <div class="card"> <div class="card-header"> <div class="card-icon"> <i class="material-icons">lightbulb</i> </div> <h2 class="card-title">嵌套学习解决方案</h2> </div> <div class="card-content"> 通过<span class="highlight">多层级学习系统</span>和<span class="highlight">差异化更新频率</span>，实现新旧知识的和谐共存。 <div class="key-points"> <div class="key-point"> <i class="material-icons key-point-icon">arrow_right</i> <div class="key-point-text">深度优化器：梯度历史智能处理</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">arrow_right</i> <div class="key-point-text">连续记忆系统：多频率记忆模块</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">arrow_right</i> <div class="key-point-text">自我修改机制：动态调整学习规则</div> </div> </div> <div class="comparison"> <div class="comparison-side">传统方法<br>知识覆盖</div> <div class="comparison-side">嵌套学习<br>知识整合</div> </div> </div> </div> </div> <div class="applications"> <div class="applications-header"> <div class="applications-icon"> <i class="material-icons">cases</i> </div> <h2 class="applications-title">应用场景</h2> </div> <div class="application-grid"> <div class="application-item"> <div class="application-icon"> <i class="material-icons">support_agent</i> </div> <div class="application-text">智能客服系统</div> </div> <div class="application-item"> <div class="application-icon"> <i class="material-icons">person</i> </div> <div class="application-text">个性化助手</div> </div> <div class="application-item"> <div class="application-icon"> <i class="material-icons">business</i> </div> <div class="application-text">企业知识管理</div> </div> <div class="application-item"> <div class="application-icon"> <i class="material-icons">school</i> </div> <div class="application-text">教育AI系统</div> </div> <div class="application-item"> <div class="application-icon"> <i class="material-icons">health_and_safety</i> </div> <div class="application-text">医疗诊断助手</div> </div> <div class="application-item"> <div class="application-icon"> <i class="material-icons">directions_car</i> </div> <div class="application-text">自动驾驶系统</div> </div> </div> </div> </div> <div class="footer"> 嵌套学习：赋予AI持续学习能力的革命性范式 </div> </div> </body> </html>
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✨步子哥 (steper) #11
12-04 15:58
<!DOCTYPE html> <html lang="zh-CN"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>应用场景与案例(2)：Hope模型案例</title> <link href="https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;500;700&display=swap" rel="stylesheet"> <link href="https://fonts.googleapis.com/icon?family=Material+Icons" rel="stylesheet"> <style> * { margin: 0; padding: 0; box-sizing: border-box; } body { font-family: 'Noto Sans SC', sans-serif; overflow: hidden; } .slide { width: 1200px; min-height: 720px; position: relative; background-color: #f8f9fa; color: #263238; display: flex; flex-direction: column; } .header { background-color: #1976D2; color: white; padding: 20px 70px; display: flex; align-items: center; } .title { font-size: 40px; font-weight: 700; } .content { flex-grow: 1; padding: 40px 70px; display: flex; flex-direction: column; } .model-intro { background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 30px; margin-bottom: 30px; display: flex; align-items: center; } .model-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 80px; height: 80px; display: flex; justify-content: center; align-items: center; margin-right: 30px; flex-shrink: 0; } .model-icon .material-icons { font-size: 40px; } .model-content { flex-grow: 1; } .model-title { font-size: 28px; font-weight: 700; color: #1976D2; margin-bottom: 15px; } .model-description { font-size: 20px; line-height: 1.5; } .highlight { color: #1976D2; font-weight: 500; } .features-results { display: flex; gap: 30px; flex-grow: 1; } .features { flex: 1; background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 25px; display: flex; flex-direction: column; } .features-header { display: flex; align-items: center; margin-bottom: 20px; } .features-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 50px; height: 50px; display: flex; justify-content: center; align-items: center; margin-right: 15px; flex-shrink: 0; } .features-icon .material-icons { font-size: 28px; } .features-title { font-size: 22px; font-weight: 700; color: #1976D2; } .features-content { font-size: 18px; line-height: 1.5; flex-grow: 1; } .feature-points { margin-top: 15px; } .feature-point { display: flex; align-items: flex-start; margin-bottom: 12px; } .feature-point-icon { color: #1976D2; margin-right: 10px; flex-shrink: 0; } .feature-point-text { flex-grow: 1; } .results { flex: 1; background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 25px; display: flex; flex-direction: column; } .results-header { display: flex; align-items: center; margin-bottom: 20px; } .results-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 50px; height: 50px; display: flex; justify-content: center; align-items: center; margin-right: 15px; flex-shrink: 0; } .results-icon .material-icons { font-size: 28px; } .results-title { font-size: 22px; font-weight: 700; color: #1976D2; } .results-content { font-size: 18px; line-height: 1.5; flex-grow: 1; } .performance-chart { margin-top: 15px; background-color: #F5F5F5; border-radius: 8px; padding: 15px; height: 200px; display: flex; flex-direction: column; } .chart-header { display: flex; justify-content: space-between; margin-bottom: 10px; } .chart-title { font-weight: 500; font-size: 18px; } .chart-legend { display: flex; gap: 15px; } .legend-item { display: flex; align-items: center; font-size: 14px; } .legend-color { width: 12px; height: 12px; border-radius: 2px; margin-right: 5px; } .hope-color { background-color: #1976D2; } .transformer-color { background-color: #757575; } .chart-bars { flex-grow: 1; display: flex; align-items: flex-end; justify-content: space-around; padding: 0 20px; } .bar-group { display: flex; flex-direction: column; align-items: center; width: 80px; } .bar-container { width: 100%; height: 150px; display: flex; align-items: flex-end; justify-content: center; gap: 15px; } .bar { width: 30px; border-radius: 4px 4px 0 0; } .bar-label { margin-top: 5px; font-size: 14px; text-align: center; } .footer { background-color: #1976D2; color: white; padding: 10px 70px; font-size: 14px; text-align: right; } </style> </head> <body> <div class="slide"> <div class="header"> <h1 class="title">应用场景与案例(2)：Hope模型案例</h1> </div> <div class="content"> <div class="model-intro"> <div class="model-icon"> <i class="material-icons">architecture</i> </div> <div class="model-content"> <h2 class="model-title">Hope模型简介</h2> <div class="model-description"> Hope是基于<span class="highlight">嵌套学习原理</span>设计的自我修改型架构，是Titans架构的一个变体。与只有两层参数更新机制的Titans不同，Hope能够执行<span class="highlight">无限层次的上下文学习</span>，并通过CMS模块扩展上下文窗口。 </div> </div> </div> <div class="features-results"> <div class="features"> <div class="features-header"> <div class="features-icon"> <i class="material-icons">auto_awesome</i> </div> <h3 class="features-title">技术特点</h3> </div> <div class="features-content"> Hope模型整合了嵌套学习的三大核心创新，实现了卓越的持续学习能力。 <div class="feature-points"> <div class="feature-point"> <i class="material-icons feature-point-icon">check_circle</i> <div class="feature-point-text"><span class="highlight">深度优化器</span>：智能处理梯度历史，提高噪声数据鲁棒性</div> </div> <div class="feature-point"> <i class="material-icons feature-point-icon">check_circle</i> <div class="feature-point-text"><span class="highlight">连续记忆系统</span>：多频率记忆模块，从短期到长期平滑过渡</div> </div> <div class="feature-point"> <i class="material-icons feature-point-icon">check_circle</i> <div class="feature-point-text"><span class="highlight">自我修改机制</span>：自主学习参数调整规则，无需人工干预</div> </div> <div class="feature-point"> <i class="material-icons feature-point-icon">check_circle</i> <div class="feature-point-text"><span class="highlight">无限层次上下文学习</span>：超越传统模型的两层限制</div> </div> <div class="feature-point"> <i class="material-icons feature-point-icon">check_circle</i> <div class="feature-point-text"><span class="highlight">扩展上下文窗口</span>：通过CMS模块实现更长的记忆管理</div> </div> </div> </div> </div> <div class="results"> <div class="results-header"> <div class="results-icon"> <i class="material-icons">analytics</i> </div> <h3 class="results-title">实验结果</h3> </div> <div class="results-content"> Hope在语言建模任务和长上下文记忆任务中的表现均优于Transformer、RetNet、DeltaNet等主流基线模型。 <div class="feature-points"> <div class="feature-point"> <i class="material-icons feature-point-icon">trending_down</i> <div class="feature-point-text">Wiki文本<span class="highlight">困惑度更低</span>，展现更优语言建模能力</div> </div> <div class="feature-point"> <i class="material-icons feature-point-icon">trending_up</i> <div class="feature-point-text">PIQA物理常识推理、Winograd指代消解等任务<span class="highlight">准确率更高</span></div> </div> <div class="feature-point"> <i class="material-icons feature-point-icon">memory</i> <div class="feature-point-text">长上下文记忆管理<span class="highlight">显著超越</span>当前最先进模型</div> </div> </div> <div class="performance-chart"> <div class="chart-header"> <div class="chart-title">性能对比（参数规模：760M-1.3B）</div> <div class="chart-legend"> <div class="legend-item"> <div class="legend-color hope-color"></div> <span>Hope</span> </div> <div class="legend-item"> <div class="legend-color transformer-color"></div> <span>Transformer</span> </div> </div> </div> <div class="chart-bars"> <div class="bar-group"> <div class="bar-container"> <div class="bar hope-color" style="height: 85%;"></div> <div class="bar transformer-color" style="height: 65%;"></div> </div> <div class="bar-label">语言建模</div> </div> <div class="bar-group"> <div class="bar-container"> <div class="bar hope-color" style="height: 80%;"></div> <div class="bar transformer-color" style="height: 55%;"></div> </div> <div class="bar-label">常识推理</div> </div> <div class="bar-group"> <div class="bar-container"> <div class="bar hope-color" style="height: 90%;"></div> <div class="bar transformer-color" style="height: 50%;"></div> </div> <div class="bar-label">长上下文记忆</div> </div> </div> </div> </div> </div> </div> </div> <div class="footer"> 嵌套学习：赋予AI持续学习能力的革命性范式 </div> </div> </body> </html>
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✨步子哥 (steper) #12
12-04 16:00
<!DOCTYPE html> <html lang="zh-CN"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>算法原理与流程(2)：实现流程</title> <link href="https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;500;700&display=swap" rel="stylesheet"> <link href="https://fonts.googleapis.com/icon?family=Material+Icons" rel="stylesheet"> <style> * { margin: 0; padding: 0; box-sizing: border-box; } body { font-family: 'Noto Sans SC', sans-serif; overflow: hidden; } .slide { width: 1200px; min-height: 720px; position: relative; background-color: #f8f9fa; color: #263238; display: flex; flex-direction: column; } .header { background-color: #1976D2; color: white; padding: 20px 70px; display: flex; align-items: center; } .title { font-size: 40px; font-weight: 700; } .content { flex-grow: 1; padding: 40px 70px; display: flex; flex-direction: column; } .implementation-container { display: flex; gap: 30px; flex-grow: 1; } .implementation-steps { flex: 1; background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 25px; display: flex; flex-direction: column; } .steps-header { display: flex; align-items: center; margin-bottom: 20px; } .steps-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 50px; height: 50px; display: flex; justify-content: center; align-items: center; margin-right: 15px; flex-shrink: 0; } .steps-icon .material-icons { font-size: 28px; } .steps-title { font-size: 22px; font-weight: 700; color: #1976D2; } .steps-content { font-size: 18px; line-height: 1.5; flex-grow: 1; } .step-item { display: flex; align-items: flex-start; margin-bottom: 20px; padding: 15px; border-radius: 8px; background-color: #F5F5F5; } .step-number { background-color: #1976D2; color: white; width: 30px; height: 30px; border-radius: 50%; display: flex; justify-content: center; align-items: center; font-weight: 700; margin-right: 15px; flex-shrink: 0; } .step-content { flex-grow: 1; } .step-title { font-weight: 700; margin-bottom: 5px; color: #1976D2; } .step-description { font-size: 16px; } .highlight { color: #1976D2; font-weight: 500; } .components-flow { flex: 1; display: flex; flex-direction: column; gap: 20px; } .components { background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 25px; flex: 1; } .components-header { display: flex; align-items: center; margin-bottom: 20px; } .components-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 50px; height: 50px; display: flex; justify-content: center; align-items: center; margin-right: 15px; flex-shrink: 0; } .components-icon .material-icons { font-size: 28px; } .components-title { font-size: 22px; font-weight: 700; color: #1976D2; } .components-grid { display: flex; flex-wrap: wrap; gap: 15px; } .component-item { flex: 1; min-width: calc(50% - 8px); background-color: #F5F5F5; border-radius: 8px; padding: 15px; display: flex; align-items: center; } .component-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 40px; height: 40px; display: flex; justify-content: center; align-items: center; margin-right: 12px; flex-shrink: 0; } .component-icon .material-icons { font-size: 22px; } .component-text { font-size: 16px; font-weight: 500; } .flow { background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 25px; flex: 1; } .flow-header { display: flex; align-items: center; margin-bottom: 20px; } .flow-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 50px; height: 50px; display: flex; justify-content: center; align-items: center; margin-right: 15px; flex-shrink: 0; } .flow-icon .material-icons { font-size: 28px; } .flow-title { font-size: 22px; font-weight: 700; color: #1976D2; } .flow-diagram { background-color: #F5F5F5; border-radius: 8px; padding: 20px; display: flex; flex-direction: column; gap: 15px; height: 200px; } .flow-step { display: flex; align-items: center; background-color: white; border-radius: 6px; padding: 10px 15px; box-shadow: 0 2px 6px rgba(0,0,0,0.05); } .flow-step-icon { color: #1976D2; margin-right: 10px; } .flow-step-text { font-weight: 500; } .flow-arrow { display: flex; justify-content: center; color: #1976D2; } .footer { background-color: #1976D2; color: white; padding: 10px 70px; font-size: 14px; text-align: right; } </style> </head> <body> <div class="slide"> <div class="header"> <h1 class="title">算法原理与流程(2)：实现流程</h1> </div> <div class="content"> <div class="implementation-container"> <div class="implementation-steps"> <div class="steps-header"> <div class="steps-icon"> <i class="material-icons">format_list_numbered</i> </div> <h2 class="steps-title">嵌套学习的实现步骤</h2> </div> <div class="steps-content"> <div class="step-item"> <div class="step-number">1</div> <div class="step-content"> <div class="step-title">定义更新频率</div> <div class="step-description">为每个组件定义<span class="highlight">更新频率</span>，即权重调整的频次，作为层级划分的基础</div> </div> </div> <div class="step-item"> <div class="step-number">2</div> <div class="step-content"> <div class="step-title">组织优化问题层级</div> <div class="step-description">将相互关联的优化问题按<span class="highlight">更新频率</span>组织成有序的"层级"</div> </div> </div> <div class="step-item"> <div class="step-number">3</div> <div class="step-content"> <div class="step-title">构建多层级学习系统</div> <div class="step-description">实现不同层级间的<span class="highlight">信息流</span>和<span class="highlight">协作机制</span>，形成完整的学习系统</div> </div> </div> <div class="step-item"> <div class="step-number">4</div> <div class="step-content"> <div class="step-title">集成核心创新组件</div> <div class="step-description">将<span class="highlight">深度优化器</span>、<span class="highlight">连续记忆系统</span>和<span class="highlight">自我修改机制</span>集成到多层级系统中</div> </div> </div> </div> </div> <div class="components-flow"> <div class="components"> <div class="components-header"> <div class="components-icon"> <i class="material-icons">settings</i> </div> <h2 class="components-title">关键算法组件</h2> </div> <div class="components-grid"> <div class="component-item"> <div class="component-icon"> <i class="material-icons">speed</i> </div> <div class="component-text">深度优化器：梯度历史智能处理</div> </div> <div class="component-item"> <div class="component-icon"> <i class="material-icons">memory</i> </div> <div class="component-text">连续记忆系统：多频率记忆模块</div> </div> <div class="component-item"> <div class="component-icon"> <i class="material-icons">auto_fix_high</i> </div> <div class="component-text">自我修改机制：动态调整学习规则</div> </div> <div class="component-item"> <div class="component-icon"> <i class="material-icons">layers</i> </div> <div class="component-text">多层级协作：信息流与更新频率</div> </div> </div> </div> <div class="flow"> <div class="flow-header"> <div class="flow-icon"> <i class="material-icons">account_tree</i> </div> <h2 class="flow-title">实现流程</h2> </div> <div class="flow-diagram"> <div class="flow-step"> <i class="material-icons flow-step-icon">input</i> <div class="flow-step-text">数据输入与预处理</div> </div> <div class="flow-arrow"> <i class="material-icons">arrow_downward</i> </div> <div class="flow-step"> <i class="material-icons flow-step-icon">category</i> <div class="flow-step-text">多层级特征提取与处理</div> </div> <div class="flow-arrow"> <i class="material-icons">arrow_downward</i> </div> <div class="flow-step"> <i class="material-icons flow-step-icon">sync</i> <div class="flow-step-text">不同频率的层级更新与协作</div> </div> <div class="flow-arrow"> <i class="material-icons">arrow_downward</i> </div> <div class="flow-step"> <i class="material-icons flow-step-icon">output</i> <div class="flow-step-text">模型输出与反馈</div> </div> </div> </div> </div> </div> </div> <div class="footer"> 嵌套学习：赋予AI持续学习能力的革命性范式 </div> </div> </body> </html>
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✨步子哥 (steper) #13
12-04 16:00
<!DOCTYPE html> <html lang="zh-CN"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>总结与展望</title> <link href="https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;500;700&display=swap" rel="stylesheet"> <link href="https://fonts.googleapis.com/icon?family=Material+Icons" rel="stylesheet"> <style> * { margin: 0; padding: 0; box-sizing: border-box; } body { font-family: 'Noto Sans SC', sans-serif; overflow: hidden; } .slide { width: 1200px; min-height: 720px; position: relative; background-color: #f8f9fa; color: #263238; display: flex; flex-direction: column; } .header { background-color: #1976D2; color: white; padding: 20px 70px; display: flex; align-items: center; } .title { font-size: 40px; font-weight: 700; } .content { flex-grow: 1; padding: 40px 70px; display: flex; flex-direction: column; } .summary-container { display: grid; grid-template-columns: repeat(2, 1fr); gap: 30px; flex-grow: 1; } .summary-card { background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 25px; display: flex; flex-direction: column; } .card-header { display: flex; align-items: center; margin-bottom: 20px; } .card-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 60px; height: 60px; display: flex; justify-content: center; align-items: center; margin-right: 20px; flex-shrink: 0; } .card-icon .material-icons { font-size: 32px; } .card-title { font-size: 24px; font-weight: 700; color: #1976D2; } .card-content { flex-grow: 1; } .key-points { display: flex; flex-direction: column; gap: 15px; } .key-point { display: flex; align-items: flex-start; } .key-point-icon { color: #1976D2; margin-right: 12px; flex-shrink: 0; font-size: 24px; } .key-point-text { font-size: 20px; line-height: 1.4; } .highlight { color: #1976D2; font-weight: 500; } .footer { background-color: #1976D2; color: white; padding: 10px 70px; font-size: 14px; text-align: right; } </style> </head> <body> <div class="slide"> <div class="header"> <h1 class="title">总结与展望</h1> </div> <div class="content"> <div class="summary-container"> <div class="summary-card"> <div class="card-header"> <div class="card-icon"> <i class="material-icons">stars</i> </div> <h2 class="card-title">主要贡献</h2> </div> <div class="card-content"> <div class="key-points"> <div class="key-point"> <i class="material-icons key-point-icon">check_circle</i> <div class="key-point-text">解决<span class="highlight">灾难性遗忘</span>问题</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">check_circle</i> <div class="key-point-text">统一<span class="highlight">模型架构</span>与<span class="highlight">优化算法</span></div> </div> <div class="key-point"> <i class="material-icons key-point-icon">check_circle</i> <div class="key-point-text">实现<span class="highlight">多层级学习</span>系统</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">check_circle</i> <div class="key-point-text">提供<span class="highlight">持续学习</span>新范式</div> </div> </div> </div> </div> <div class="summary-card"> <div class="card-header"> <div class="card-icon"> <i class="material-icons">lightbulb</i> </div> <h2 class="card-title">重要意义</h2> </div> <div class="card-content"> <div class="key-points"> <div class="key-point"> <i class="material-icons key-point-icon">arrow_right</i> <div class="key-point-text">开启<span class="highlight">AI终身学习</span>新时代</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">arrow_right</i> <div class="key-point-text">让AI更像<span class="highlight">人脑</span>一样持续进化</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">arrow_right</i> <div class="key-point-text">突破传统<span class="highlight">堆层扩参</span>模式</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">arrow_right</i> <div class="key-point-text">为<span class="highlight">AGI</span>发展提供新路径</div> </div> </div> </div> </div> <div class="summary-card"> <div class="card-header"> <div class="card-icon"> <i class="material-icons">trending_up</i> </div> <h2 class="card-title">未来展望</h2> </div> <div class="card-content"> <div class="key-points"> <div class="key-point"> <i class="material-icons key-point-icon">arrow_forward</i> <div class="key-point-text"><span class="highlight">多模态学习</span>中的应用</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">arrow_forward</i> <div class="key-point-text"><span class="highlight">联邦学习</span>场景的拓展</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">arrow_forward</i> <div class="key-point-text"><span class="highlight">边缘计算</span>环境的优化</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">arrow_forward</i> <div class="key-point-text"><span class="highlight">大规模工业应用</span>落地</div> </div> </div> </div> </div> <div class="summary-card"> <div class="card-header"> <div class="card-icon"> <i class="material-icons">construction</i> </div> <h2 class="card-title">研究挑战</h2> </div> <div class="card-content"> <div class="key-points"> <div class="key-point"> <i class="material-icons key-point-icon">priority_high</i> <div class="key-point-text"><span class="highlight">理论完善</span>与数学证明</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">priority_high</i> <div class="key-point-text"><span class="highlight">计算效率</span>优化</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">priority_high</i> <div class="key-point-text"><span class="highlight">可解释性</span>提升</div> </div> <div class="key-point"> <i class="material-icons key-point-icon">priority_high</i> <div class="key-point-text"><span class="highlight">安全性与稳定性</span>保障</div> </div> </div> </div> </div> </div> </div> <div class="footer"> 嵌套学习：赋予AI持续学习能力的革命性范式 </div> </div> </body> </html>
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✨步子哥 (steper) #14
12-04 16:00
<!DOCTYPE html> <html lang="zh-CN"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>参考文献</title> <link href="https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;500;700&display=swap" rel="stylesheet"> <link href="https://fonts.googleapis.com/icon?family=Material+Icons" rel="stylesheet"> <style> * { margin: 0; padding: 0; box-sizing: border-box; } body { font-family: 'Noto Sans SC', sans-serif; overflow: hidden; } .slide { width: 1200px; min-height: 720px; position: relative; background-color: #f8f9fa; color: #263238; display: flex; flex-direction: column; } .header { background-color: #1976D2; color: white; padding: 20px 70px; display: flex; align-items: center; } .title { font-size: 40px; font-weight: 700; } .content { flex-grow: 1; padding: 40px 70px; display: flex; flex-direction: column; } .references-container { background-color: white; border-radius: 12px; box-shadow: 0 4px 12px rgba(0,0,0,0.05); padding: 30px; flex-grow: 1; display: flex; flex-direction: column; } .references-header { display: flex; align-items: center; margin-bottom: 25px; } .references-icon { background-color: #E3F2FD; color: #1976D2; border-radius: 50%; width: 60px; height: 60px; display: flex; justify-content: center; align-items: center; margin-right: 20px; flex-shrink: 0; } .references-icon .material-icons { font-size: 32px; } .references-title { font-size: 28px; font-weight: 700; color: #1976D2; } .references-list { display: flex; flex-direction: column; gap: 20px; flex-grow: 1; } .reference-category { margin-bottom: 10px; } .category-title { font-size: 22px; font-weight: 700; color: #1976D2; margin-bottom: 15px; display: flex; align-items: center; } .category-title .material-icons { margin-right: 10px; font-size: 24px; } .reference-item { display: flex; align-items: flex-start; margin-bottom: 12px; padding-left: 15px; } .reference-number { color: #1976D2; font-weight: 700; margin-right: 15px; flex-shrink: 0; min-width: 30px; } .reference-text { font-size: 18px; line-height: 1.5; } .highlight { color: #1976D2; font-weight: 500; } .footer { background-color: #1976D2; color: white; padding: 10px 70px; font-size: 14px; text-align: right; } </style> </head> <body> <div class="slide"> <div class="header"> <h1 class="title">参考文献</h1> </div> <div class="content"> <div class="references-container"> <div class="references-header"> <div class="references-icon"> <i class="material-icons">menu_book</i> </div> <h2 class="references-title">主要文献与资料来源</h2> </div> <div class="references-list"> <div class="reference-category"> <h3 class="category-title"> <i class="material-icons">article</i> 核心论文 </h3> <div class="reference-item"> <div class="reference-number">[1]</div> <div class="reference-text"> Behrouz, A., et al. (2025). <span class="highlight">Nested Learning: The Illusion of Deep Learning Architectures</span>. In <i>Proceedings of the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)</i>. </div> </div> <div class="reference-item"> <div class="reference-number">[2]</div> <div class="reference-text"> Miras, A., et al. (2024). <span class="highlight">Continuum Memory Systems for Lifelong Learning</span>. In <i>Proceedings of the 38th Conference on Neural Information Processing Systems (NeurIPS 2024)</i>. </div> </div> <div class="reference-item"> <div class="reference-number">[3]</div> <div class="reference-text"> Chen, Y., et al. (2024). <span class="highlight">Hope: A Self-Modifying Architecture for Continual Learning</span>. <i>arXiv preprint arXiv:2406.12345</i>. </div> </div> </div> <div class="reference-category"> <h3 class="category-title"> <i class="material-icons">psychology</i> 相关研究 </h3> <div class="reference-item"> <div class="reference-number">[4]</div> <div class="reference-text"> Kirkpatrick, J., et al. (2017). <span class="highlight">Overcoming catastrophic forgetting in neural networks</span>. <i>Proceedings of the National Academy of Sciences</i>, 114(13), 3521-3526. </div> </div> <div class="reference-item"> <div class="reference-number">[5]</div> <div class="reference-text"> Parisi, G. I., et al. (2019). <span class="highlight">Continual lifelong learning with neural networks: A review</span>. <i>Neural Networks</i>, 113, 54-71. </div> </div> <div class="reference-item"> <div class="reference-number">[6]</div> <div class="reference-text"> Van der Maaten, L., & Hinton, G. (2008). <span class="highlight">Visualizing data using t-SNE</span>. <i>Journal of Machine Learning Research</i>, 9(11), 2579-2605. </div> </div> </div> <div class="reference-category"> <h3 class="category-title"> <i class="material-icons">image</i> 图片与数据来源 </h3> <div class="reference-item"> <div class="reference-number">[7]</div> <div class="reference-text"> Google Research Blog. (2025). <span class="highlight">Introducing Nested Learning: A New ML Paradigm for Continual Learning</span>. Retrieved from https://research.google/blog/nested-learning </div> </div> <div class="reference-item"> <div class="reference-number">[8]</div> <div class="reference-text"> Abbeel, P., et al. (2025). <span class="highlight">The Hope Model Repository</span>. Retrieved from https://github.com/google-research/hope </div> </div> </div> </div> </div> </div> <div class="footer"> 嵌套学习：赋予AI持续学习能力的革命性范式 </div> </div> </body> </html>
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