HIMMEL: Hierarchical Interleaved Multi-stream Motion Encoding for Long Video Understanding.

arXiv:2605.08158v3 Announce Type: replace-cross Abstract: Long video understanding with multimodal language models suffers from three compounding bottlenecks: heavy decode cost to obtain dense RGB frames, token growth with frame count, and weak motion percepti