| 2026 | ACL | SCMAPR: Self-Correcting Multi-Agent Prompt Refinement for Complex-Scenario Text-to-Video Generation. | Chengyi Yang, Pengzhen Li, Jiayin Qi, Aimin Zhou, Ji Wu, Ji Liu |
| 2026 | WSDM | Code LLMs Still Fall Short of Top Programmers: Evaluating Algorithmic Code Generation Through Computational Thinking. | Shisong Chen, Ziyu Zhou, Yicong Zhao, Chengyi Yang, Zhixu Li, Yanghua Xiao, Xin Lin, Xiaojun Meng, Jiansheng Wei, Kuien Liu |
| 2026 | WSDM | Large Language Model Judged Self-Training for Named Entity Recognition. | Shisong Chen, Jiaan Wang, Chengyi Yang, Yanghua Xiao, Zhixu Li, Xin Lin |
| 2025 | ACL | Locate-and-Focus: Enhancing Terminology Translation in Speech Language Models. | Suhang Wu, Jialong Tang, Chengyi Yang, Pei Zhang, Baosong Yang, Junhui Li, Junfeng Yao, Min Zhang, Jinsong Su |
| 2025 | ICASSP | LagTS: Toward Adaptive Lag Relationship Modeling for Multivariate Time Series Forecasting. | Ciyi Liu, Jiaqi Ye, Zhenpeng Yu, Shubao Zhao, Zhaoxiang Hou, Chengyi Yang, Yanlong Wen, Xiaojie Yuan |
| 2025 | ICASSP | HCLTS: Mining Customers' Consumption Patterns in Natural Gas Time Series with Hierarchical Contrastive Learning. | Yuhang Niu, Jiaqi Ye, Shubao Zhao, Zhaoxiang Hou, Chengyi Yang, Zengxiang Li, Yanlong Wen, Xiaojie Yuan |
| 2025 | ICASSP | Tribe Graph Enhanced Bidirectional Mamba for Multivariate Time Series Forecasting. | Yingqi Zhao, Haiwei Zhang, Jiaqi Ye, Shubao Zhao, Chengyi Yang, Zengxiang Li |
| 2024 | AAAI | HiFi-Gas: Hierarchical Federated Learning Incentive Mechanism Enhanced Gas Usage Estimation. | Hao Sun, Xiaoli Tang, Chengyi Yang, Zhenpeng Yu, Xiuli Wang, Qijie Ding, Zengxiang Li, Han Yu |
| 2024 | AAAI | Wasserstein Differential Privacy. | Chengyi Yang, Jiayin Qi, Aimin Zhou |
| 2024 | ACL | Mitigating Catastrophic Forgetting in Large Language Models with Self-Synthesized Rehearsal. | Jianheng Huang, Leyang Cui, Ante Wang, Chengyi Yang, Xinting Liao, Linfeng Song, Junfeng Yao, Jinsong Su |
| 2024 | ACL | Towards Better Graph-based Cross-document Relation Extraction via Non-bridge Entity Enhancement and Prediction Debiasing. | Hao Yue, Shaopeng Lai, Chengyi Yang, Liang Zhang, Junfeng Yao, Jinsong Su |
| 2024 | CIKM | HiMTM: Hierarchical Multi-Scale Masked Time Series Modeling with Self-Distillation for Long-Term Forecasting. | Shubao Zhao, Ming Jin, Zhaoxiang Hou, Chengyi Yang, Zengxiang Li, Qingsong Wen, Yi Wang |
| 2024 | WWW | Federated Learning in Large Model Era: Vision-Language Model for Smart City Safety Operation Management. | Zengxiang Li, Zhaoxiang Hou, Hui Liu, Tongzhi Li, Chengyi Yang, Ying Wang, Chao Shi, Longfei Xie, Weishan Zhang, Liang Xu, Zelei Liu |
| 2023 | AAAI | Efficient Training of Large-Scale Industrial Fault Diagnostic Models through Federated Opportunistic Block Dropout. | Yuanyuan Chen, Zichen Chen, Sheng Guo, Yansong Zhao, Zelei Liu, Pengcheng Wu, Chengyi Yang, Zengxiang Li, Han Yu |
| 2021 | EUC | An Energy-aware Approach with Spectrum Detection in Wireless Sensor Networks. | Chengyi Yang, Feng Liu, Siyuan Shen, Jiayin Qi |