GEOMETRIC INSIGHTS INTO THE CONVERGENCE OF NONLINEAR TD LEARNING

Mathematics

• Markov Chain 100%
• Worst Case 100%
• Ordinary Differential Equation 100%
• Linear Function 100%
• Counterexample 100%
• Function Value 100%
• Nonlinear Model 100%
• Nonlinear Function 100%
• Step Size 100%

Keyphrases

• Temporal Difference Learning 100%
• Function Approximator 80%
• Temporal Difference 40%
• Convergence Guarantee 40%
• Markov Chain 20%
• Well Conditions 20%
• Linear Function 20%
• Function Set 20%
• Value Function 20%
• Nonlinear Model 20%
• Function Space 20%
• Global Convergence 20%
• Value Estimation 20%
• Learning Dynamics 20%
• Nonlinear Function Approximation 20%
• Nonlinear ODE 20%
• ReLU Networks 20%
• Theoretical Convergence 20%