| 2026 | ACL | CoRE: A Fine-Grained Code Reasoning Benchmark Beyond Output Prediction. | Jun Gao, Yun Peng, Qian Qiao, Changhai Zhou, Yuhua Zhou, Shiyang Zhang, Shichao Weng, Zhenchang Xing, Xiaoxue Ren |
| 2026 | ACL | Deputy: Accelerating Large Language Model Inference with Dynamic Low-Rank Substitution. | Yuhua Zhou, Shichao Weng, Changhai Zhou, Yuhan Wu, Qian Qiao, Jun Gao, Fei Yang, Aimin Pan |
| 2026 | ACL | Balancing Fidelity and Plasticity: Aligning Mixed-Precision Fine-Tuning with Linguistic Hierarchies. | Changhai Zhou, Shiyang Zhang, Yuhua Zhou, Jun Gao, Qian Qiao, Shichao Weng, Weizhong Zhang, Cheng Jin |
| 2025 | AAAI | Dynamic Operator Optimization for Efficient Multi-Tenant LoRA Model Serving. | Changhai Zhou, Yuhua Zhou, Shiyang Zhang, Yibin Wang, Zekai Liu |
| 2025 | ICML | BSLoRA: Enhancing the Parameter Efficiency of LoRA with Intra-Layer and Inter-Layer Sharing. | Yuhua Zhou, Ruifeng Li, Changhai Zhou, Fei Yang, Aimin Pan |
| 2025 | NAACL | RankAdaptor: Hierarchical Rank Allocation for Efficient Fine-Tuning Pruned LLMs via Performance Model. | Changhai Zhou, Shijie Han, Lining Yang, Yuhua Zhou, Xu Cheng, Yibin Wang, Hongguang Li |
| 2025 | NAACL | QPruner: Probabilistic Decision Quantization for Structured Pruning in Large Language Models. | Changhai Zhou, Yuhua Zhou, Yibin Wang, Shijie Han, Qian Qiao, Hongguang Li |