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agent training

21 papers

Papers

STAPO: Selective Trajectory-Aware Policy Optimization for LLM Agent Training ACL 2026 ActionStudio: A Lightweight Framework for Data and Training of Large Action Models EMNLP 2025 AgentCPM-GUI: Building Mobile-Use Agents with Reinforcement Fine-Tuning EMNLP 2025 AgentTrek: Agent Trajectory Synthesis via Guiding Replay with Web Tutorials ICLR 2025 BehaviorSFT: Behavioral Token Conditioning for Health Agents Across the Proactivity Spectrum EMNLP 2025 GTR: Guided Thought Reinforcement Prevents Thought Collapse in RL-based VLM Agent Training ICCV 2025 GUICourse: From General Vision Language Model to Versatile GUI Agent ACL 2025 LAM SIMULATOR: Advancing Data Generation for Large Action Model Training via Online Exploration and Trajectory Feedback ACL 2025 Marginal Benefit Driven RL Teacher for Unsupervised Environment Design AAAI 2025 REvolve: Reward Evolution with Large Language Models using Human Feedback ICLR 2025 Implicit Curriculum in Procgen Made Explicit NeurIPS 2024 Re-ReST: Reflection-Reinforced Self-Training for Language Agents EMNLP 2024 The CoachAI Badminton Environment: Bridging the Gap between a Reinforcement Learning Environment and Real-World Badminton Games AAAI 2024 Unsupervised Training Sequence Design: Efficient and Generalizable Agent Training AAAI 2024 Watch Every Step! LLM Agent Learning via Iterative Step-level Process Refinement EMNLP 2024 One Cannot Stand for Everyone! Leveraging Multiple User Simulators to train Task-oriented Dialogue Systems ACL 2023 PantheonRL: A MARL Library for Dynamic Training Interactions AAAI 2022 ScienceWorld: Is your Agent Smarter than a 5th Grader? EMNLP 2022 EasyRL: A Simple and Extensible Reinforcement Learning Framework AAAI 2021 Mastering the Dungeon: Grounded Language Learning by Mechanical Turker Descent ICLR 2018 Master-Slave Curriculum Design for Reinforcement Learning IJCAI 2018