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Zhuowen Liu

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#artificial intelligence Preprint Oct 2026

ResCom: Activation Residual Compensation for Large Language Model Quantization

ResCom, a low-rank correction that uses the activation rounding residual to compensate for the resulting layer-output error, is proposed, a low-rank correction that uses the activation rounding residual to compensate for the resulting layer-output error.

Ning-Rui Yang, Bo-Han Cui, Zhuo-Wen Liu et al. · 0 citations
Preprint Aug 2026

HERALD: Counterfactual Audits and Minimal Repairs for Proof-of-Retrieval Rewards

HERALD is introduced, an offline audit that applies exact same-question interventions, separates candidate-visible from oracle information, and enumerates detector contracts before policy optimization, and separates robust scoring, sparse learning signal, and policy transfer.

Zhuowen Liu, Bohan Cui, YinShang Guo et al. · 0 citations

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