RLAnything (ICML 2026) & AutoTool (ICML 2026), DemyAgent: Open-Source RL for LLMs and Agentic Scenarios

Scalable and extensible reinforcement learning for LM agents.

Apprentissage par renforcement pour la régulation des feux de signalisation sur un boulevard typique de Kinshasa

A curated list of training & evaluation environments for LLM/VLM agents (SWE-Gym, GEM, RAGEN, AgentGym, WebArena, OSWorld, ToolBench…). Updated weekly.

Train SLM to use Tools with RL

Compiler feedback as process reward for coding agent RL training (Junhao Fu, 2025)