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Xiaolong Liang

2 papers indexed

openalexNature Communications2026-07-24

Carbohydrate-active enzymes of soil prophages enhance global carbon cycling potential

Hanpeng Liao, Chaofan Ai, Chen Liu, Hongbo Zhang, Dong Zhang, Pengfa Li, et al.

Recent work suggests that soil-borne viruses play an important role in controlling carbon (C) cycling and stocks. However, the contribution of individual prophage (i.e., temperate phages residing within bacterial hosts during lysogenic cycle) to C degradation remains largely undo…

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arxivcs.LGcs.CR2026-07-23

Agree on the Model, Verify the Inference: GKR Protocols for HND-Based Transformer Inference

Xiaolong Liang, Juanjuan Li, Rui Qin, Yisheng Lv

Outsourced Transformer inference exposes clients to model substitution and incomplete execution, while direct replay removes the computational benefit of delegation. We present GKR-HND, a registered-model protocol for verifying the polynomial backbone of Homomorphic--Nonhomomorph…

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