Navdeep Kumar

Venues

Frequent coauthors

Papers

1. Global Convergence of Policy Gradient in Average Reward MDPs
   ICLR 2025 · Navdeep Kumar
2. Non-rectangular Robust MDPs with Normed Uncertainty Sets
   NeurIPS 2025 · Navdeep Kumar
3. On the Convergence of Single-Timescale Actor-Critic
   NeurIPS 2025 · Navdeep Kumar
4. Bring Your Own (Non-Robust) Algorithm to Solve Robust MDPs by Estimating The Worst Kernel
   ICML 2024 ·

   Uri Gadot

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5. Efficient Value Iteration for s-rectangular Robust Markov Decision Processes
   ICML 2024 · Navdeep Kumar
6. Learning the Uncertainty Set in Robust Markov Decision Process
   ICLR 2024 · Navdeep Kumar
7. Policy Gradient for Reinforcement Learning with General Utilities
   ICLR 2024 · Navdeep Kumar
8. Policy Gradient with Tree Search (PGTS) in Reinforcement Learning Evades Local Maxima
   ICLR 2024 · Navdeep Kumar
9. Solving Non-rectangular Reward-Robust MDPs via Frequency Regularization
   AAAI 2024 ·

   Uri Gadot

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10. Towards Faster Global Convergence of Robust Policy Gradient Methods
    ICLR 2024 · Navdeep Kumar