Peng Xia

Multiplayer Nash Preference Optimization

MMedAgent-RL: Optimizing Multi-Agent Collaboration for Multimodal Medical Reasoning

WebWatcher: Breaking New Frontiers of Vision-Language Deep Research Agent

Mimicking the Physicist's Eye: A VLM-centric Approach for Physics Formula Discovery

Position: The Hidden Costs and Measurement Gaps of Reinforcement Learning with Verifiable Rewards

MDocAgent: A Multi-Modal Multi-Agent Framework for Document Question Answering

Agent KB: Leveraging Cross-Domain Experience for Agentic Problem Solving

The Agent's Marathon: Probing the Limits of Endurance in Long-Horizon Tasks

MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models

MJ-Video: Benchmarking and Rewarding Video Generation with Fine-Grained Video Preference

MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models

Anyprefer: An Agentic Framework for Preference Data Synthesis

MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization

Fading Focus: Mitigating Visual Attention Degradation in Large Vision-Language Models