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P. R. Kumar — most-cited papers & profile · Reinforcement Learning
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P. R. Kumar
3
papers ·
16
citations
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Most-cited papers
Learning Policies with Zero or Bounded Constraint Violation for Constrained MDPs
2021 · 16 citations
Value-Biased Maximum Likelihood Estimation for Model-based Reinforcement Learning in Discounted Linear MDPs
2023
Provable Policy Gradient Methods for Average-Reward Markov Potential Games
2024
Top co-authors
Chao Tian
· 2
Ruida Zhou
· 2
Akshay Mete
· 1
Dileep Kalathil
· 1
Min Cheng
· 1
Ping-Chun Hsieh
· 1
Tao Liu
· 1
Yu-Heng Hung
· 1
Topics
Safe RL
Exploration
Value-Based
Model-Based RL
Policy Gradient
Game AI
Multi-Agent