Author

Liang-Dong Wang

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#artificial intelligence Preprint Sep 2026

MassAlloc Attention: Let Attention Allocate Its Own Compute

MALA, a fused attention primitive that preserves score access to every legal causal interaction and uses normalized contribution to allocate post-score computation, indicates that allocating post-score computation according to normalized attention contributions can retain the evaluated capabilities of FullAttn while re...

Jing-Ze Shi, Zhang-Yang Peng, Xian-Duo Li et al. · 0 citations

#artificial intelligence Preprint Sep 2026

CoWindow Attention: Full Causal Coverage Is a Collective Property

CoWA, a structured attention architecture that distributes access to the causal history across KV heads, shows that full causal coverage can be a collective property of the head ensemble rather than a duplicated property of every head.

Jing-Ze Shi, Zhang-Yang Peng, Xian-Duo Li et al. · 0 citations