| 2026 | ACL | HiSVD: Principled Low-Rank Approximation of LLMs via Hierarchical Modeling of Information Capacity and Spectral Structure. | Zhuo Chen, Minghao Li, Xiaoqian Ma, Siqi Fan, Xiusheng Huang, Liujie Zhang, Weihang Chen |
| 2026 | ACL | If an LLM Were a Character, Would It Know Its Own Story? Evaluating Lifelong Learning in LLMs. | Siqi Fan, Xiusheng Huang, Yiqun Yao, Xuezhi Fang, Kang Liu, Peng Han, Shuo Shang, Aixin Sun, Yequan Wang |
| 2026 | ACL | Theory-optimal Quantization Based on Flatness. | Xiusheng Huang, Zhe Li, Xuanwu Yin, Lu Wang, Yequan Wang, Dong Li, Emad Barsoum, Kang Liu |
| 2026 | ACL | Break Through the Compression Bottleneck: From Theory to Practice. | Xiusheng Huang, Lu Wang, Yequan Wang, Jun Zhao, Kang Liu |
| 2025 | ACL | Know-MRI: A Knowledge Mechanisms Revealer&Interpreter for Large Language Models. | Jiaxiang Liu, Boxuan Xing, Chenhao Yuan, Chenxiang Zhang, Di Wu, Xiusheng Huang, Haida Yu, Chuhan Lang, Pengfei Cao, Jun Zhao, Kang Liu |
| 2025 | ICLR | Capability Localization: Capabilities Can be Localized rather than Individual Knowledge. | Xiusheng Huang, Jiaxiang Liu, Yequan Wang, Jun Zhao, Kang Liu |
| 2024 | EMNLP | Commonsense Knowledge Editing Based on Free-Text in LLMs. | Xiusheng Huang, Yequan Wang, Jun Zhao, Kang Liu |
| 2022 | AAAI | A Novel Initial Reminder Framework for Acronym Extraction. | Xiusheng Huang, Bin Li, Fei Xia, Yixuan Weng |
| 2022 | AAAI | PSG: Prompt-based Sequence Generation for Acronym Extraction. | Bin Li, Fei Xia, Yixuan Weng, Bin Sun, Shutao Li, Xiusheng Huang |
| 2022 | AAAI | SimCLAD: A Simple Framework for Contrastive Learning of Acronym Disambiguation. | Bin Li, Fei Xia, Yixuan Weng, Xiusheng Huang, Bin Sun |
| 2022 | AAAI | ADBCMM : Acronym Disambiguation by Building Counterfactuals and Multilingual Mixing. | Yixuan Weng, Fei Xia, Bin Li, Xiusheng Huang, Shizhu He |
| 2022 | AAAI | ANACONDA: Adversarial training with iNtrust loss in ACrONym DisambiguAtion. | Fei Xia, Bin Li, Yixuan Weng, Xiusheng Huang, Shizhu He |
| 2022 | COLING | Document-Level Relation Extraction via Pair-Aware and Entity-Enhanced Representation Learning. | Xiusheng Huang, Hang Yang, Yubo Chen, Jun Zhao, Kang Liu, Weijian Sun, Zuyu Zhao |
| 2021 | ACL | Named Entity Recognition via Noise Aware Training Mechanism with Data Filter. | Xiusheng Huang, Yubo Chen, Shun Wu, Jun Zhao, Yuantao Xie, Weijian Sun |