most citedSpecBranch: Speculative Decoding via Hybrid Drafting and Rollback-Aware Branch Parallelism

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cs.CV2026

ParallelVLM: Lossless Video-LLM Acceleration with Visual Alignment Aware Parallel Speculative Decoding

Quan Kong, Yuhao Shen, Yicheng Ji +2

Although current Video-LLMs achieve impressive performance in video understanding tasks, their autoregressive decoding efficiency remains constrained by the massive number of video…

cs.CV2026

Vision-TTT: Efficient and Expressive Visual Representation Learning with Test-Time Training

Quan Kong, Yanru Xiao, Yuhao Shen +1

Learning efficient and expressive visual representation has long been the pursuit of computer vision research. While Vision Transformers (ViTs) gradually replace traditional Convol…