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cs.CV2026
VideoEvolve: Co-Evolving Memory and Retrieval for Long Video Understanding
Yongchao Xu, Bowen Ye, Jiefeng Gan +5
Long video understanding increasingly relies on external memory to organize massive visual streams into compact representations. However, most memory-based methods dynamically adap…
cs.CV2026
Mitigating Visual Degradation in MLLMs via Spatial-Spectral Visual Anchor Learning
Qianlong Yang, Bowen Ye, Xianda Guo +4
Despite the progress of multimodal large language models (MLLMs), they continue to exhibit deficiencies in visual perception. Following visual instruction tuning, internal MLLM rep…