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Classroom Contents
Fixing GAN Optimization Through Competitive Gradient Descent - Anima Anandkumar
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- 1 Intro
- 2 Single Agent Optimization
- 3 Competitive Optimization
- 4 Strategic Equilibria
- 5 Applications in ML
- 6 Alternating Gradient Descent
- 7 A polemic
- 8 Recall Gradient Descent
- 9 How to linearize a game?
- 10 Linear or Multilinear?
- 11 Competitive Gradient Descent
- 12 Why bilinear makes sense
- 13 What I think that they think that I think...
- 14 Comparison to existing methods
- 15 What is the solution of a GAN
- 16 Modeling competing agents
- 17 The global game
- 18 The myopic game
- 19 The predictive game
- 20 Numerical results
