| 2026 | AAAI | Look as You Think: Unifying Reasoning and Visual Evidence Attribution for Verifiable Document RAG via Reinforcement Learning. | Shuochen Liu, Pengfei Luo, Chao Zhang, Yuhao Chen, Haotian Zhang, Qi Liu, Xin Kou, Tong Xu, Enhong Chen |
| 2026 | ACL | VIGIL: Defending LLM Agents Against Tool-Stream Injection via Verify-Before-Commit. | Junda Lin, Zhaomeng Zhou, Zhi Zheng, Shuochen Liu, Tong Xu, Yong Chen, Enhong Chen |
| 2026 | ACL | Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory. | Derong Xu, Shuochen Liu, Pengfei Luo, Pengyue Jia, Yingyi Zhang, Yi Wen, Yimin Deng, Wenlin Zhang, Enhong Chen, Xiangyu Zhao, Tong Xu |
| 2026 | WWW | From Entity Reliability to Clean Feedback: An Entity-Aware Denoising Framework Beyond Interaction-Level Signals. | Ze Liu, Xianquan Wang, Shuochen Liu, Jie Ma, Huibo Xu, Yupeng Han, Kai Zhang, Jun Zhou |
| 2025 | EMNLP | Think Wider, Detect Sharper: Reinforced Reference Coverage for Document-Level Self-Contradiction Detection. | Yuhao Chen, Yuanjie Lyu, Shuochen Liu, Chao Zhang, Junhui Lv, Tong Xu |
| 2024 | EMNLP | FastMem: Fast Memorization of Prompt Improves Context Awareness of Large Language Models. | Junyi Zhu, Shuochen Liu, Yu Yu, Bo Tang, Yibo Yan, Zhiyu Li, Feiyu Xiong, Tong Xu, Matthew B. Blaschko |
| 2023 | KDD | Meta Multi-agent Exercise Recommendation: A Game Application Perspective. | Fei Liu, Xuegang Hu, Shuochen Liu, Chenyang Bu, Le Wu |
| 2022 | PRICAI | APGKT: Exploiting Associative Path on Skills Graph for Knowledge Tracing. | Haotian Zhang, Chenyang Bu, Fei Liu, Shuochen Liu, Yuhong Zhang, Xuegang Hu |