Author

Bohan Cui

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#artificial intelligence Preprint Oct 2026

ResCom: Activation Residual Compensation for Large Language Model Quantization

Low-bit weight--activation quantization reduces the memory and computation needed to deploy large language models, but activation rounding can still degrade accuracy after calibration. Reconstruction from rounded inputs cannot distinguish activations within the same quantization bin. We propose ResCom, a low-rank corre...

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