| 2026 | AAAI | DEPO: Dual-Efficiency Preference Optimization for LLM Agents. | Sirui Chen, Mengshi Zhao, Lei Xu, Yuying Zhao, Beier Zhu, Hanwang Zhang, Shengjie Zhao, Chaochao Lu |
| 2026 | ACL | Can Post-Training Transform LLMs into Causal Reasoners? | Junqi Chen, Sirui Chen, Chaochao Lu |
| 2026 | ACL | Prune as You Generate: Online Rollout Pruning for Faster and Better RLVR. | Haobo Xu, Sirui Chen, Ruizhong Qiu, Yuchen Yan, Chen Luo, Monica Xiao Cheng, Jingrui He, Hanghang Tong |
| 2026 | ACL | RAG over Tables: Hierarchical Memory Index, Multi-Stage Retrieval, and Benchmarking. | Jiaru Zou, Dongqi Fu, Sirui Chen, Xinrui He, Zihao Li, Yada Zhu, Jiawei Han, Jingrui He |
| 2026 | WWW | TopKGAT: A Top-K Objective-Driven Architecture for Recommendation. | Sirui Chen, Jiawei Chen, Canghong Jin, Sheng Zhou, Jingbang Chen, Wujie Sun, Can Wang |
| 2025 | ACL | From Imitation to Introspection: Probing Self-Consciousness in Language Models. | Sirui Chen, Shu Yu, Shengjie Zhao, Chaochao Lu |
| 2025 | ACL | ARise: Towards Knowledge-Augmented Reasoning via Risk-Adaptive Search. | Yize Zhang, Tianshu Wang, Sirui Chen, Kun Wang, Xingyu Zeng, Hongyu Lin, Xianpei Han, Le Sun, Chaochao Lu |
| 2025 | CIKM | Arrows of Math Reasoning Data Synthesis for Large Language Models: Diversity, Complexity and Correctness. | Sirui Chen, Changxin Tian, Binbin Hu, Kunlong Chen, Ziqi Liu, Zhiqiang Zhang, Jun Zhou |
| 2025 | EMNLP | PreGenie: An Agentic Framework for High-quality Visual Presentation Generation. | Xiaojie Xu, Xinli Xu, Sirui Chen, Haoyu Chen, Fan Zhang, Ying-Cong Chen |
| 2025 | ICCV | WorldScore: A Unified Evaluation Benchmark for World Generation. | Haoyi Duan, Hong-Xing Yu, Sirui Chen, Li Fei-Fei, Jiajun Wu |
| 2025 | ICLR | Beyond Surface Structure: A Causal Assessment of LLMs' Comprehension ability. | Yujin Han, Lei Xu, Sirui Chen, Difan Zou, Chaochao Lu |
| 2025 | ICRA | ARCap: Collecting High-Quality Human Demonstrations for Robot Learning with Augmented Reality Feedback. | Sirui Chen, Chen Wang, Kaden Nguyen, Li Fei-Fei, C. Karen Liu |
| 2025 | WWW | Rankformer: A Graph Transformer for Recommendation based on Ranking Objective. | Sirui Chen, Shen Han, Jiawei Chen, Binbin Hu, Sheng Zhou, Gang Wang, Yan Feng, Chun Chen, Can Wang |
| 2024 | AAAI | STAS: Spatial-Temporal Return Decomposition for Solving Sparse Rewards Problems in Multi-agent Reinforcement Learning. | Sirui Chen, Zhaowei Zhang, Yaodong Yang, Yali Du |
| 2024 | EMNLP | CLEAR: Can Language Models Really Understand Causal Graphs? | Sirui Chen, Mengying Xu, Kun Wang, Xingyu Zeng, Rui Zhao, Shengjie Zhao, Chaochao Lu |
| 2024 | IROS | One-Shot Transfer of Long-Horizon Extrinsic Manipulation Through Contact Retargeting. | Albert Wu, Ruocheng Wang, Sirui Chen, Clemens Eppner, C. Karen Liu |
| 2024 | RecSys | Do Not Wait: Learning Re-Ranking Model Without User Feedback At Serving Time in E-Commerce. | Yuan Wang, Zhiyu Li, Changshuo Zhang, Sirui Chen, Xiao Zhang, Jun Xu, Quan Lin |
| 2024 | SIGIR | SIGformer: Sign-aware Graph Transformer for Recommendation. | Sirui Chen, Jiawei Chen, Sheng Zhou, Bohao Wang, Shen Han, Chanfei Su, Yuqing Yuan, Can Wang |
| 2024 | SIGIR | ReCODE: Modeling Repeat Consumption with Neural ODE. | Sunhao Dai, Changle Qu, Sirui Chen, Xiao Zhang, Jun Xu |
| 2024 | SIGIR | Explicitly Integrating Judgment Prediction with Legal Document Retrieval: A Law-Guided Generative Approach. | Weicong Qin, Zelin Cao, Weijie Yu, Zihua Si, Sirui Chen, Jun Xu |
| 2024 | SIGIR | Reinforcing Long-Term Performance in Recommender Systems with User-Oriented Exploration Policy. | Changshuo Zhang, Sirui Chen, Xiao Zhang, Sunhao Dai, Weijie Yu, Jun Xu |
| 2023 | KDD | Controllable Multi-Objective Re-ranking with Policy Hypernetworks. | Sirui Chen, Yuan Wang, Zijing Wen, Zhiyu Li, Changshuo Zhang, Xiao Zhang, Quan Lin, Cheng Zhu, Jun Xu |
| 2023 | SIGGRAPH | Synthesizing Dexterous Nonprehensile Pregrasp for Ungraspable Objects. | Sirui Chen, Albert Wu, C. Karen Liu |
| 2023 | WWW | P-MMF: Provider Max-min Fairness Re-ranking in Recommender System. | Chen Xu, Sirui Chen, Jun Xu, Weiran Shen, Xiao Zhang, Gang Wang, Zhenhua Dong |
| 2019 | CIKM | Domain Knowledge Guided Deep Atrial Fibrillation Classification and Its Visual Interpretation. | Xiaoyu Li, Buyue Qian, Jishang Wei, Xianli Zhang, Sirui Chen, Qinghua Zheng |