| 2026 | ACL | BalanceSFT: Improving LLM Function Calling with Balanced Training Signals and Data Hardness. | Bingguang Hao, Zengzhuang Xu, Maolin Wang, Yuntao Wen, Yicheng Chen, Cunyin Peng, Long Chen, Xiangyu Zhao, Jinjie Gu, Chenyi Zhuang, Ji Zhang |
| 2025 | ACL | MIG: Automatic Data Selection for Instruction Tuning by Maximizing Information Gain in Semantic Space. | Yicheng Chen, Yining Li, Kai Hu, Zerun Ma, Haochen Ye, Kai Chen |
| 2025 | CVPR | Auto Cherry-Picker: Learning from High-quality Generative Data Driven by Language. | Yicheng Chen, Xiangtai Li, Yining Li, Yanhong Zeng, Jianzong Wu, Xiangyu Zhao, Kai Chen |
| 2025 | IROS | Learning to Initialize Trajectory Optimization for Vision-Based Autonomous Flight in Unknown Environments. | Yicheng Chen, Jinjie Li, Wenyuan Qin, Yongzhao Hua, Xiwang Dong, Qingdong Li |
| 2024 | ACL | Are LLM-based Evaluators Confusing NLG Quality Criteria? | Xinyu Hu, Mingqi Gao, Sen Hu, Yang Zhang, Yicheng Chen, Teng Xu, Xiaojun Wan |
| 2024 | MICCAI | On-the-Fly Guidance Training for Medical Image Registration. | Yuelin Xin, Yicheng Chen, Shengxiang Ji, Kun Han, Xiaohui Xie |
| 2024 | NAACL | Reverse Chain: A Generic-Rule for LLMs to Master Multi-API Planning. | Yinger Zhang, Hui Cai, Xierui Song, Yicheng Chen, Rui Sun, Jing Zheng |
| 2023 | ECAI | S2M: Converting Single-Turn to Multi-Turn Datasets for Conversational Question Answering. | Baokui Li, Sen Zhang, Wangshu Zhang, Yicheng Chen, Changlin Yang, Sen Hu, Teng Xu, Siye Liu, Jiwei Li |
| 2023 | ECAI | Read Key Points: Dialogue-Grounded Knowledge Points Generation with Multi-Level Salience-Aware Mixture. | Sen Zhang, Baokui Li, Wangshu Zhang, Changlin Yang, Yicheng Chen, Sen Hu, Teng Xu, Jiwei Li |
| 2023 | EMNLP | AdapterDistillation: Non-Destructive Task Composition with Knowledge Distillation. | Junjie Wang, Yicheng Chen, Wangshu Zhang, Sen Hu, Teng Xu, Jing Zheng |
| 2022 | CISS | Communication Efficient Federated Learning via Ordered ADMM in a Fully Decentralized Setting. | Yicheng Chen, Rick S. Blum, Brian M. Sadler |
| 2019 | SC | GraphM: an efficient storage system for high throughput of concurrent graph processing. | Jin Zhao, Yu Zhang, Xiaofei Liao, Ligang He, Bingsheng He, Hai Jin, Haikun Liu, Yicheng Chen |
| 2018 | ACSSC | Ordered Transmission for Efficient Wireless Autonomy. | Yicheng Chen, Brian M. Sadler, Rick S. Blum |