The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Paper • 2509.02547 • Published 7 days ago • 175
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning Paper • 2509.02479 • Published 7 days ago • 79
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning Paper • 2509.02544 • Published 7 days ago • 112
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning Paper • 2507.01006 • Published Jul 1 • 234
AniMaker: Automated Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation Paper • 2506.10540 • Published Jun 12 • 38
ComfyUI-R1: Exploring Reasoning Models for Workflow Generation Paper • 2506.09790 • Published Jun 11 • 54
ComfyUI-Copilot: An Intelligent Assistant for Automated Workflow Development Paper • 2506.05010 • Published Jun 5 • 78
VerIPO: Cultivating Long Reasoning in Video-LLMs via Verifier-Gudied Iterative Policy Optimization Paper • 2505.19000 • Published May 25 • 43
Beyond 'Aha!': Toward Systematic Meta-Abilities Alignment in Large Reasoning Models Paper • 2505.10554 • Published May 15 • 121
J1: Incentivizing Thinking in LLM-as-a-Judge via Reinforcement Learning Paper • 2505.10320 • Published May 15 • 23
The CoT Encyclopedia: Analyzing, Predicting, and Controlling how a Reasoning Model will Think Paper • 2505.10185 • Published May 15 • 26
OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning Paper • 2505.08617 • Published May 13 • 42
Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Paper • 2505.04921 • Published May 8 • 186
Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems Paper • 2505.00212 • Published Apr 30 • 9