← authors · overview

• A Geometric Perspective on Optimal Representations for Reinforcement Learning
  2019 · 34 citations
• The Value Function Polytope in Reinforcement Learning
  2019 · 12 citations
• Distributional reinforcement learning with linear function approximation
  2019 · 6 citations
• An operator view of policy gradient methods
  2020 · 5 citations
• Beyond variance reduction: Understanding the true impact of baselines on policy optimization
  2020 · 4 citations
• A general class of surrogate functions for stable and efficient reinforcement learning
  2021 · 3 citations
• Decision-Aware Actor-Critic with Function Approximation and Theoretical Guarantees
  2023 · 1 citations
• VinePPO: Refining Credit Assignment in RL Training of LLMs
  2024 · 1 citations
• Tapered Off-Policy REINFORCE: Stable and efficient reinforcement learning for LLMs
  2025
• Efficient iterative policy optimization
  2016