Mosaic Pruning: A Hierarchical Framework for Generalizable Pruning of Mixture-of-Experts Models. - Wentao Hu; Mingkuan Zhao; Shuangyong Song; Xiaoyan Zhu 003; Xin Lai 003; Jiayin Wang 002 (AAAI, 2026)

Making Every Head Count: Sparse Attention Without the Speed-Performance Trade-off. - Mingkuan Zhao; Wentao Hu; Jiayin Wang 002; Xin Lai 003; Tianchen Huang; Yuheng Min; Rui Yan; Xiaoyan Zhu 003 (AAAI, 2026)

Learning Diverse Responses with Prefix-Conditioned Supervised Fine-Tuning. - Zhiyuan Fan; Guanqiao Chen; Yanyi Huang; Mingkuan Zhao; Dadi Guo; Yi R. Fung 001 (ACL (1), 2026)

Awakening Dormant Experts: Counterfactual Routing to Mitigate MoE Hallucinations. - Wentao Hu; Yanbo Zhai; Xiaohui Hu; Mingkuan Zhao; Shanhong Yu; Xue Liu; Kaidong Yu; Shuangyong Song; Xuelong Li 001 (ACL (1), 2026)

Awakening Dormant Experts:Counterfactual Routing to Mitigate MoE Hallucinations. - Wentao Hu; Yanbo Zhai; Xiaohui Hu; Mingkuan Zhao; Shanhong Yu; Xue Liu; Kaidong Yu; Shuangyong Song; Xuelong Li 001 (CoRR, 2026)