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• Neural Proximal/Trust Region Policy Optimization Attains Globally Optimal Policy
  2019 · 60 citations
• Graph-Reward-SQL: Execution-Free Reinforcement Learning for Text-to-SQL via Graph Matching and Stepwise Reward
  2025 · 1 citations
• Learning to Self-Evolve
  2026
• Agent World Model: Infinity Synthetic Environments for Agentic Reinforcement Learning
  2026
• Lifelong Federated Reinforcement Learning: A Learning Architecture for Navigation in Cloud Robotic Systems
  2019
• Differentiable Arbitrating in Zero-sum Markov Games
  2023
• Double Duality: Variational Primal-Dual Policy Optimization for Constrained Reinforcement Learning
  2024
• $\mathbf(N,K)$-Puzzle: A Cost-Efficient Testbed for Benchmarking Reinforcement Learning Algorithms in Generative Language Model
  2024