Reading Guide

📖 Recommended Reading Order

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About: 本列表精选了扩散模型理论研究的核心论文,按照主题和难度组织。

"Good questions guide good discussions, which in turn inspire solid work."

📚 Diffusion Models: Theoretical Foundations

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🎯 Reading Tracks

Track 1: Foundation to Practice

初学者路径 - 从基础到实践

  1. Score Matching (2005)
  2. DDPM (2020)
  3. EDM (2022)
  4. DDIM (2020)
  5. Guidance (2022)

Track 2: Deep Theory

理论研究路径 - 深入数学理论

  1. Score Matching (2005)
  2. NCSN (2019)
  3. Thermodynamics (2015)
  4. Score SDE (2021)
  5. EDM (2022)

Track 3: Advanced & Cutting-Edge

进阶路径 - 前沿技术

  1. Complete Track 1 first
  2. Flow Matching (2023)
  3. Consistency Models (2023)
  4. Schrödinger Bridge (2021)

📄 All Papers

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💡 How to Use This List

  1. 选择合适的路径:根据你的背景选择 Foundation、Theory 或 Advanced 路径
  2. 主动提问:阅读过程中的困惑请在 Issues 中提出
  3. 做笔记:考虑在 notes/ 文件夹中记录你的理解和疑问
  4. 参与讨论:欢迎在相关问题讨论中分享你的见解

🤝 Contribute

发现好论文?欢迎通过 Pull Request 添加,或在 Issues 中推荐!

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