Author

Zhuo-Kun Chen

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#natural language process... Preprint Oct 2026

HLA: Expressive Hybrid Linear Attention via Chunk-Wise Dynamic Mixing

Linear attention enables efficient long-context autoregressive decoding by compressing history into recurrent states, but this compression can make selective access to sparse and distant information difficult. Existing chunk-based extensions increase memory capacity, yet learned chunk-mixing coefficients may remain fix...

Zhuo-Kun Chen, Xi Lin, Xi-Yu Wu et al. · 0 citations

Preprint Sep 2026

Self-Aligned Forcing: Streaming Video Diffusion with Differentiable Noisy History

Autoregressive video diffusion enables interactive streaming generation, but suffers from error accumulation over long rollouts. Self-rollout training reduces exposure bias, yet finite rollouts leave long-range drift unresolved. We observe that the noise level of the history key-value (K/V) representations trades visua...

Weiqiang Wang, Zhuo-Kun Chen, Yu-Sheng Dai et al. · 0 citations