Taofeng Xue

Bad Seeing or Bad Thinking? Rewarding Perception for Multimodal Reasoning

Achieving robust perception-reasoning synergy is a central goal for advanced Vision-Language Models (VLMs). Recent advancements have pursued this goal via architectural designs or agentic workflows. However, these approaches are often limited by static textual reasoning or complicated by the signifi…