Kumar, Navdeep

10 publications

ICLR 2025 Global Convergence of Policy Gradient in Average Reward MDPs Navdeep Kumar, Yashaswini Murthy, Itai Shufaro, Kfir Yehuda Levy, R. Srikant, Shie Mannor

NeurIPS 2025 Non-Rectangular Robust MDPs with Normed Uncertainty Sets Navdeep Kumar, Adarsh Gupta, Maxence Mohamed Elfatihi, Giorgia Ramponi, Kfir Yehuda Levy, Shie Mannor

NeurIPS 2025 On the Convergence of Single-Timescale Actor-Critic Navdeep Kumar, Priyank Agrawal, Giorgia Ramponi, Kfir Yehuda Levy, Shie Mannor

ICML 2024 Bring Your Own (Non-Robust) Algorithm to Solve Robust MDPs by Estimating the Worst Kernel Uri Gadot, Kaixin Wang, Navdeep Kumar, Kfir Yehuda Levy, Shie Mannor

ICML 2024 Efficient Value Iteration for S-Rectangular Robust Markov Decision Processes Navdeep Kumar, Kaixin Wang, Kfir Yehuda Levy, Shie Mannor

AAAI 2024 Solving Non-Rectangular Reward-Robust MDPs via Frequency Regularization Uri Gadot, Esther Derman, Navdeep Kumar, Maxence Mohamed Elfatihi, Kfir Levy, Shie Mannor

NeurIPS 2023 Policy Gradient for Rectangular Robust Markov Decision Processes Navdeep Kumar, Esther Derman, Matthieu Geist, Kfir Y. Levy, Shie Mannor

NeurIPSW 2023 Targeted Uncertainty Reduction in Robust MDPs Uri Gadot, Kaixin Wang, Esther Derman, Navdeep Kumar, Kfir Levy, Shie Mannor

ECCVW 2022 Empirical Evaluation of Deep Learning Approaches for Landmark Detection in Fish Bioimages Navdeep Kumar, Claudia Di Biagio, Zachary Dellacqua, Ratish Raman, Arianna Martini, Clara Boglione, Marc Muller, Pierre Geurts, Raphaël Marée

ICML 2022 The Geometry of Robust Value Functions Kaixin Wang, Navdeep Kumar, Kuangqi Zhou, Bryan Hooi, Jiashi Feng, Shie Mannor