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Author

Haoxian Chen

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#artificial intelligence Preprint Sep 2026

MassAlloc Attention: Let Attention Allocate Its Own Compute

FullAttn often assigns negligible normalized mass to much of the causal score space, yet dense kernels execute the complete post-score path after forming each QK tile. We introduce MALA, a fused attention primitive that preserves score access to every legal causal interaction and uses normalized contribution to allocat...

Jing-Ze Shi, Zhang-Yang Peng, Xian-Duo Li et al. · 0 citations
#artificial intelligence Preprint Aug 2026

Spec2Twin-Chain: Orchestrating Bi-Level Optimization with LLMs for Blockchain Digital Twin Construction

Spec2Twin-Chain is considered, a framework that formulates blockchain digital-twin construction as a bi-level optimization problem and can construct behaviorally accurate twins, improve initial designs through iterative feedback, and reuse calibrated twins to support downstream decisions.

Hao-Ting Zhang, Haoxian Chen, Jiayuan Sheng et al. · 0 citations

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