Notes on Dynamical Systems for Actor-Critic Learning

Course overview

A dynamical-systems treatment of actor-critic learning, covering global attractors, controlled-chain closure, fast-slow reduction, and Lean verification

18 chapters
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Notes on Dynamical Systems for Actor-Critic Learning18 chapters

Begin
  1. Foreword

  2. Preface

  3. Notation And Dependencies

  4. Chapter 0: The Worked Example

  5. Chapter 1: The Prerequisite Bridge

  6. Chapter 2: The General Model

  7. Chapter 3: Local Lipschitz Regularity and Well-Posedness

  8. Chapter 4: A Priori Estimates

  9. Chapter 5: The Global Attractor

  10. Chapter 6: Bridge To The Genuine Controlled-Chain Closure

  11. Chapter 7: Fast-Slow Reduction

  12. Chapter 8: Outlook And Open Problems

  13. Chapter 9: From Theory to Models

  14. Chapter 10: Recommendation Systems and Algorithmic Curation

  15. Chapter 11: Network Routing Under Endogenous Traffic

  16. Appendix A: Lean Formalization Structure

  17. Appendix B: Computational Methods and Phase Portrait Blueprint

  18. References