OmniFit: Bridging Modalities via Layer-Adaptive Token Compression for Omnimodal Large Language ModelsJan 1, 2026·Zining Wang,Zhihang Yuan,Yingjie Zhai,Wenshuo Li,Han ShuRuihao Gong,Jinyang Guo,Xianglong Liu· 0 min read Cite URLTypeConference paperPublicationInternational Conference on Machine Learning (ICML)Last updated on Jan 1, 2026 AuthorsRuihao Gong ← Light Forcing: Accelerating Autoregressive Video Diffusion via Sparse Attention Jan 1, 2026Phased DMD: Few-step Distribution Matching Distillation via Score Matching within Subintervals Jan 1, 2026 →