Publications

A chronological list of peer-reviewed papers, workshops, and preprints.

^* Equal contribution ^✉ Corresponding author

NeurIPS 2025 Advancing Expert Specialization for Better Mixture-of-Experts

Hongcan Guo^*, Haolang Lu^*, Guoshun Nan^✉, Bolun Chu, Jialin Zhuang, Yuan Yang, Wenhao Che, Sicong Leng, Qimei Cui, Xudong Jiang

Annual Conference on Neural Information Processing Systems (NeurIPS), 2025 Oral

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AAAI 2026 A Rolling Stone Gathers No Moss: Adaptive Policy Optimization for Stable Self-Evaluation in Large Multimodal Models

Wenkai Wang, Hongcan Guo, Zheqi Lv, Shengyu Zhang^✉

Annual AAAI Conference on Artificial Intelligence (AAAI), 2026 Oral

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ICCV 2025 VideoMiner: Iteratively Grounding Key Frames of Hour-Long Videos via Tree-based Group Relative Policy Optimization

Xinye Cao^*, Hongcan Guo^*, Jiawen Qian^*, Guoshun Nan^✉, Chao Wang, Yuqi Pan, Tianhao Hou, Xiaojuan Wang, Yutong Gao

International Conference on Computer Vision (ICCV), 2025

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IEEE JSAC Advancing Compositional LLM Reasoning with Structured Task Relations in Interactive Multimodal Communications

Xinye Cao^*, Hongcan Guo^*, Guoshun Nan^✉, Jiaoyang Cui, Haoting Qian, Yihan Lin, Yilin Peng, Diyang Zhang, Yanzhao Hou, Huici Wu, Xiaofeng Tao, Tony Q. S. Quek

IEEE Journal on Selected Areas in Communications (JSAC), 2025

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IEEE JSAC Exploring LLM-based Multi-Agent Situation Awareness for Zero-Trust Space-Air-Ground Integrated Networks

Xinye Cao, Guoshun Nan^✉, Hongcan Guo, Hanqing Mu, Long Wang, Yihan Lin, Qinchuan Zhou, Jiayi Li, Baohua Qin, Qimei Cui, Xiaofeng Tao, He Fang, Haitao Du, Tony Q. S. Quek

IEEE Journal on Selected Areas in Communications (JSAC), 2025

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arXiv Two Is Better Than One: Rotations Scale LoRAs

Hongcan Guo, Guoshun Nan^✉, Yuan Yang, Diyang Zhang, Haotian Li, Zhican Chen, Qinchuan Zhou, Yuhan Ran, Xinye Cao, Sicong Leng, Xiaofeng Tao, Xudong Jiang

Preprint, arXiv:2505.23184

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