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• Deep Dyna-Q: Integrating Planning for Task-Completion Dialogue Policy Learning
  2018 · 185 citations
• Composite Task-Completion Dialogue Policy Learning via Hierarchical Deep Reinforcement Learning
  2017 · 153 citations
• Guided Dialog Policy Learning without Adversarial Learning in the Loop
  2020 · 13 citations
• Reinforcement Learning for Reasoning in Large Language Models with One Training Example
  2025 · 1 citations
• Hierarchical Reinforcement Learning for Automatic Disease Diagnosis
  2020 · 1 citations
• The Trickle-down Impact of Reward (In-)consistency on RLHF
  2023 · 1 citations
• TRACE: Turn-level Reward Assignment via Credit Estimation for Long-Horizon Agents
  2026
• OpenWebRL: Demystifying Online Multi-turn Reinforcement Learning for Visual Web Agents
  2026
• Orchard: An Open-Source Agentic Modeling Framework
  2026
• Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents
  2025
• ThetaEvolve: Test-time Learning on Open Problems
  2025
• Dyna-Mind: Learning to Simulate from Experience for Better AI Agents
  2025
• On the Emergence of Thinking in LLMs I: Searching for the Right Intuition
  2025