← authors · overview

• 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
• A User Simulator for Task-Completion Dialogues
  2016 · 140 citations
• BBQ-Networks: Efficient Exploration in Deep Reinforcement Learning for Task-Oriented Dialogue Systems
  2016 · 98 citations
• M-Walk: Learning to Walk over Graphs using Monte Carlo Tree Search
  2018 · 60 citations
• Combating Reinforcement Learning's Sisyphean Curse with Intrinsic Fear
  2016 · 50 citations
• Subgoal Discovery for Hierarchical Dialogue Policy Learning
  2018 · 39 citations
• Towards End-to-End Reinforcement Learning of Dialogue Agents for Information Access
  2016 · 36 citations
• Guided Dialog Policy Learning without Adversarial Learning in the Loop
  2020 · 13 citations
• Deep Reinforcement Learning with a Combinatorial Action Space for Predicting Popular Reddit Threads
  2016 · 9 citations
• Switch-based Active Deep Dyna-Q: Efficient Adaptive Planning for Task-Completion Dialogue Policy Learning
  2018 · 5 citations
• Reinforcement Learning for Reasoning in Large Language Models with One Training Example
  2025 · 1 citations
• Dyna-Mind: Learning to Simulate from Experience for Better AI Agents
  2025