CoVisco: Codec-Native Vision Encoder with Native Token Compression for Unified Image-Video Understanding.

arXiv:2609.39924v1 Announce Type: cross Abstract: Vision-language models face a fundamental scaling bottleneck: the number of visual tokens grows with both temporal duration and spatial resolution, making long-video understanding expensive for the vision encod