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cs.CV2026
Training-Free Inference Acceleration for Video Large Language Models: Methods, Trade-offs, and Evaluation
Yuqi Li, Chuanyue Yan, Neil Rodrigues +8
Video Large Language Models (VLMs) have demonstrated strong capabilities in video understanding and reasoning, but processing long visual sequences incurs substantial computational…
cs.CV2026
OpenHome: From Perception to Insight in Smart-Home Camera Videos
Xianglong Wang, Neil Rodrigues, Pei Guo +9
Vision language models (VLMs) have been increasingly adopted in consumer smart-home camera systems to interpret recorded videos and provide insights. However, video clips captured…