Xuanning Zhou — accepted AI-conference papers

2026

Knowledge Fusion of Large Language Models via Modular SkillPacks

Guodong DU, Zhuo Li, Xuanning Zhou, Junlin Li, Zesheng Shi, Wanyu Lin +6

ICLR 2026poster

Cross-capability transfer represents a key challenge in large language model (LLM) research, particularly in multi-task integration, model compression, and knowledge fusion. Recent works such as FuseLLM and FuseChat have shown the potential of transferring multiple model capabilities to lightweight…

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2026

Semi-Supervised Conformal Prediction With Unlabeled Nonconformity Score

Xuanning Zhou, Zihao Shi, Hao Zeng, Xiaobo Xia, Bingyi Jing, Hongxin Wei

CVPR 2026

Conformal prediction (CP) is a powerful framework for uncertainty quantification, generating prediction sets with coverage guarantees. Split conformal prediction relies on labeled data in the calibration procedure. However, the labeled data is often limited in real-world scenarios, leading to unstab

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