Pengfei Cao

Omni-Reward: Towards Generalist Omni-Modal Reward Modeling with Free-Form Preferences

MMR-Life: Piecing Together Real-life Scenes for Multimodal Multi-image Reasoning

Fixing the Broken Compass: Diagnosing and Improving Inference-Time Reward Modeling

MMR-V: What's Left Unsaid? A Benchmark for Multimodal Deep Reasoning in Videos

Pixels Lie, Code Doesn't: Thinking with Visual Programming for ''Seemingly Impossible'' Multimodal Agentic Reasoning Tasks

Towards Atoms of Large Language Models

Imitation Game: Toward Comprehensive Evaluation on Personalized Role-Playing on Social Media

WebPlanner: Task Planning with Autonomous Experience Exploration and Utilization for Real World Multimodal Web Agents

Knowledge Localization: Mission Not Accomplished? Enter Query Localization!

Fixing the Broken Compass: Diagnosing and Improving Inference-Time Reward Modeling

MIRAGE: Evaluating and Explaining Inductive Reasoning Process in Language Models

M2Edit: Locate and Edit Multi-Granularity Knowledge in Multimodal Large Language Model