Jian-Qiao Sun

Diagnosing and Correcting Bias in MLLM for Long Video Understanding

Long-video question answering is challenging since the answer often hinges on a few decisive moments scattered throughout the video, while memory constraints force Multimodal Large Language Models (MLLMs) to sample frames at extremely low rates, resulting in sparsity that risks omitting key evidence. Though aggressivel...