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cs.CV2026
KeyRec: Bounded Visual Memory for Streaming and Long-Video Understanding
Zihan Chen, Xuejian Rong, Xiaojuan Wang +4
Vision-language models are increasingly used to understand long videos and continuous streams. However, dense visual tokens accumulate with video duration, making long-context infe…
cs.CV2026
StochasT: Learning with Stochastic Turn Depth for Visual Instruction Tuning
Yuan Qing, Chengzhi Mao, Boqing Gong
Large Vision-Language Models (LVLMs) rely extensively on Visual Instruction Tuning (VIT) to elicit their multimodal reasoning capabilities. However, we find a discrepancy: VIT ofte…