Self-Correction is More than Refinement: A Learning Framework for Visual and Language Reasoning Tasks Paper • 2410.04055 • Published Oct 5, 2024
FURINA: A Fully Customizable Role-Playing Benchmark via Scalable Multi-Agent Collaboration Pipeline Paper • 2510.06800 • Published Oct 8, 2025 • 1
Unified-MAS: Universally Generating Domain-Specific Nodes for Empowering Automatic Multi-Agent Systems Paper • 2603.21475 • Published Mar 23 • 1
Beyond SFT-to-RL: Pre-alignment via Black-Box On-Policy Distillation for Multimodal RL Paper • 2604.28123 • Published May 1 • 49
Skill-MAS: Evolving Meta-Skill for Automatic Multi-Agent Systems Paper • 2606.18837 • Published Jun 17 • 58
Skill-MAS: Evolving Meta-Skill for Automatic Multi-Agent Systems Paper • 2606.18837 • Published Jun 17 • 58
Demystifying Hidden-State Recurrence: Switchable Latent Reasoning with On-Policy Reinforcement Learning Paper • 2606.13106 • Published Jun 11 • 22
Unified-MAS: Universally Generating Domain-Specific Nodes for Empowering Automatic Multi-Agent Systems Paper • 2603.21475 • Published Mar 23 • 1
Modality Gap-Driven Subspace Alignment Training Paradigm For Multimodal Large Language Models Paper • 2602.07026 • Published Feb 2 • 140
LongVT: Incentivizing "Thinking with Long Videos" via Native Tool Calling Paper • 2511.20785 • Published Nov 25, 2025 • 188