作者位次 #3/4CVPR 2026Poster· Computer Vision & Pattern Recognition
TaskIT: Memory-Efficient Fine-Tuning of Multi-LoRA LLMs via Cross-Task Importance Transfer
Cheng Fang · Zimu Zhou · Ke Ma · Bin Guo
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Cheng Fang · Zimu Zhou · Ke Ma · Bin Guo
Ke Ma · Jiaqi Tang · Bin Guo · Xueting Han · Ruonan Xu · Qingfeng He · Ziheng Wang · Xu Wang · Qifeng Chen · Zhiwen Yu · Yunhao Liu
Proactive streaming video understanding requires Video-LLMs to decide when to respond as a video unfolds, a task where existing methods often fall short due to their implicit, query-agnostic modeling of visual evidence. We introduce Response-G1, a novel framework that establishes explicit, struct...