Jinli Ou

Scaling Test-Time Robustness of Vision-Language Models via Self-Critical Inference Framework

The emergence of Large Language Models (LLMs) has driven rapid progress in multi-modal learning, particularly in the development of Large Vision-Language Models (LVLMs). However, existing LVLM training paradigms place excessive reliance on the LLM component, giving rise to two critical robustness ch