← authors · overview

• Is Q-learning Provably Efficient?
  2018 · 337 citations
• Provably Efficient Reinforcement Learning with Linear Function Approximation
  2019 · 219 citations
• Game-Theoretic Multiagent Reinforcement Learning
  2020 · 146 citations
• What is Local Optimality in Nonconvex-Nonconcave Minimax Optimization?
  2019 · 74 citations
• Understanding Domain Randomization for Sim-to-real Transfer
  2021 · 33 citations
• Provable Self-Play Algorithms for Competitive Reinforcement Learning
  2020 · 30 citations
• Reward-Free Exploration for Reinforcement Learning
  2020 · 26 citations
• Provably Efficient Exploration in Policy Optimization
  2019 · 17 citations
• On Function Approximation in Reinforcement Learning: Optimism in the Face of Large State Spaces
  2020 · 15 citations
• Near-Optimal Reinforcement Learning with Self-Play
  2020 · 14 citations
• Risk Bounds and Rademacher Complexity in Batch Reinforcement Learning
  2021 · 14 citations
• Sample-Efficient Learning of Stackelberg Equilibria in General-Sum Games
  2021 · 11 citations
• V-Learning -- A Simple, Efficient, Decentralized Algorithm for Multiagent RL
  2021 · 11 citations
• When Is Partially Observable Reinforcement Learning Not Scary?
  2022 · 8 citations
• Sample-Efficient Reinforcement Learning of Undercomplete POMDPs
  2020 · 7 citations