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• ReAct: Synergizing Reasoning and Acting in Language Models
  2022 · 563 citations
• Reflexion: Language Agents with Verbal Reinforcement Learning
  2023 · 272 citations
• A Generalized Algorithm for Multi-Objective Reinforcement Learning and Policy Adaptation
  2019 · 108 citations
• Tree of Thoughts: Deliberate Problem Solving with Large Language Models
  2023 · 104 citations
• Projection-Based Constrained Policy Optimization
  2020 · 81 citations
• Task-Agnostic Dynamics Priors for Deep Reinforcement Learning
  2019 · 15 citations
• Evolving Graphical Planner: Contextual Global Planning for Vision-and-Language Navigation
  2020 · 14 citations
• RLHF Deciphered: A Critical Analysis of Reinforcement Learning from Human Feedback for LLMs
  2024 · 10 citations
• Safe Reinforcement Learning with Natural Language Constraints
  2020 · 7 citations
• InterCode: Standardizing and Benchmarking Interactive Coding with Execution Feedback
  2023 · 7 citations
• Leveraging Language for Accelerated Learning of Tool Manipulation
  2022 · 6 citations
• Grounding Language for Transfer in Deep Reinforcement Learning
  2017 · 5 citations
• Accelerating Safe Reinforcement Learning with Constraint-mismatched Policies
  2020 · 4 citations
• Odysseus: Scaling VLMs to 100+ Turn Decision-Making in Games via Reinforcement Learning
  2026
• BuilderBench: The Building Blocks of Intelligent Agents
  2025