Author

Jinliang Shen

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Preprint Aug 2026

TEMPO: Makespan-Aware Expert-Parallel Load Balancing Across Memory- and Compute-Bound Regimes

This work formalizes per-batch dispatch as a fixed-charge makespan problem---NP-hard on two fully replicated GPUs, polynomial in degenerate limits---and presents TEMPO, a makespan-aware dispatcher solving it in milliseconds off the critical path; its SGLang integration runs out-of-process and fuses dispatch with count...

Jie Li, Chen-Xin Jia, Jinliang Shen et al. · 1 citation

Jul 2026

HeadCast: Casting Attention Heads for Efficient Autoregressive Video Generation

HeadCast is proposed, a training-free, plug-and-play acceleration framework built on the observation that a pre-trained AR model's attention heads exhibit stable, heterogeneous behaviors that accelerates inference by up to 1.62x at 720P and 1.95x at 1080P, while keeping VBench quality on par with full attention and lar...

Jinliang Shen, Li Su, Zheming Li et al. · arXiv.org · 1 citation