| 2026 | ACL | Adapt to Thrive! Adaptive Power-Mean Policy Optimization for Improved LLM Reasoning. | Yiming Huang, Zhenbo Shi, Shuzheng Gao, Cuiyun Gao, Peiyi Han, Chuanyi Liu |
| 2026 | ACL | Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs. | Yiming Huang, Zhenbo Shi, Xin-Cheng Wen, Jichuan Zeng, Cuiyun Gao, Peiyi Han, Chuanyi Liu |
| 2026 | ACL | AFT-Tab: Adversarial Fine-Tuning for Tabular Data Synthesis with Long Text Columns. | Yuhao Zhang, Liang Yan, Shaoming Duan, Xinyu Zha, Jinhang Su, Peiyi Han, Chuanyi Liu |
| 2025 | ECAI | CRED-SQL: Enhancing Real-World Large Scale Database Text-to-SQL Parsing Through Cluster Retrieval and Execution Description. | Shaoming Duan, Zirui Wang, Chuanyi Liu, Zhibin Zhu, Yuhao Zhang, Peiyi Han, Liang Yan, Zewu Peng |
| 2025 | EMNLP | TS-SQL: Test-driven Self-refinement for Text-to-SQL. | Wenbo Xu, Haifeng Zhu, Liang Yan, Chuanyi Liu, Peiyi Han, Shaoming Duan, Jeff Z. Pan |
| 2025 | EMNLP | SPFT-SQL: Enhancing Large Language Model for Text-to-SQL Parsing by Self-Play Fine-Tuning. | Yuhao Zhang, Shaoming Duan, Jinhang Su, Chuanyi Liu, Peiyi Han |
| 2025 | ICRA | Uncertainty-Aware Probabilistic Risk Quantification of SOTIF for Autonomous Vehicles. | Botao Yao, Shuohan Huang, Chuanyi Liu, Peiyi Han, Jie Lin, Shaoming Duan |
| 2025 | NAACL | DSQG-Syn: Synthesizing High-quality Data for Text-to-SQL Parsing by Domain Specific Question Generation. | Shaoming Duan, Youxuan Wu, Chuanyi Liu, Yuhao Zhang, Zirui Wang, Peiyi Han, Shengyuan Yu, Liang Yan, Yingwei Liang |
| 2024 | ACL | Enhancing Text-to-SQL Parsing through Question Rewriting and Execution-Guided Refinement. | Wenxin Mao, Ruiqi Wang, Jiyu Guo, Jichuan Zeng, Cuiyun Gao, Peiyi Han, Chuanyi Liu |
| 2024 | ICASSP | FEDKA: Federated Knowledge Augmentation for Multi-Center Medical Image Segmentation on non-IID Data. | Yuhao Zhang, Shaoming Duan, Xinyu Zha, Jinhang Su, Peiyi Han, Chuanyi Liu |
| 2023 | ICONIP | A Framework of Large-Scale Peer-to-Peer Learning System. | Yongkang Luo, Peiyi Han, Wenjian Luo, Shaocong Xue, Kesheng Chen, Linqi Song |
| 2021 | PRICAI | Reconstruct Anomaly to Normal: Adversarially Learned and Latent Vector-Constrained Autoencoder for Time-Series Anomaly Detection. | Chunkai Zhang, Wei Zuo, Shaocong Li, Xuan Wang, Peiyi Han, Chuanyi Liu |
| 2019 | ICCCN | CloudDLP: Transparent and Automatic Data Sanitization for Browser-Based Cloud Storage. | Chuanyi Liu, Peiyi Han, Yingfei Dong, Hezhong Pan, Shaoming Duan, Binxing Fang |
| 2019 | RAID | Fingerprinting SDN Applications via Encrypted Control Traffic. | Jiahao Cao, Zijie Yang, Kun Sun, Qi Li, Mingwei Xu, Peiyi Han |
| 2017 | SecureComm | Query Recovery Attacks on Searchable Encryption Based on Partial Knowledge. | Guofeng Wang, Chuanyi Liu, Yingfei Dong, Hezhong Pan, Peiyi Han, Binxing Fang |