Kumar, Navdeep

1. Policy Gradient for Rectangular Robust Markov Decision Processes
   2023/01/31 by Navdeep Kumar, Kumar, Navdeep, Esther Derman +7 · 5 citations
   Computer Science · #Age of Information Optimization #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
2. Efficient Policy Iteration for Robust Markov Decision Processes via Regularization
   2022/05/28 by Kumar, Navdeep, Levy, Kfir, Wang, Kaixin +1 · 2 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
3. An Efficient Solution to s-Rectangular Robust Markov Decision Processes
   2023/01/31 by Kumar, Navdeep, Levy, Kfir, Wang, Kaixin +1 · 2 citations
   #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
4. Bring Your Own (Non-Robust) Algorithm to Solve Robust MDPs by Estimating The Worst Kernel
   2023/06/09 by Kaixin Wang, Wang, Kaixin, Uri Gadot +7 · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
5. Solving Non-Rectangular Reward-Robust MDPs via Frequency Regularization
   2023/09/03 by Uri Gadot, Esther Derman, Gadot, Uri +9 · 2 citations
   Computer Science · Engineering · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
6. On the Global Convergence of Policy Gradient in Average Reward Markov Decision Processes
   2024/03/11 by Navdeep Kumar, Yashaswini Murthy, Kumar, Navdeep +9 · 2 citations
   Economics, Econometrics and Finance · Energy · #Economic Policies and Impacts #Energy, Environment, and Transportation Policies #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering