FR: Folded Rationalization with a Unified Encoder. - Wei Liu 144; Haozhao Wang; Jun Wang 018; Ruixuan Li 001; Chao Yue; Yuankai Zhang 002 (NeurIPS, 2022)

MGR: Multi-generator Based Rationalization. - Wei Liu 144; Haozhao Wang; Jun Wang 018; Ruixuan Li 001; Xinyang Li; Yuankai Zhang 002; Yang Qiu (ACL (1), 2023)

Decoupled Rationalization with Asymmetric Learning Rates: A Flexible Lipschitz Restraint. - Wei Liu 144; Jun Wang 018; Haozhao Wang; Ruixuan Li 001; Yang Qiu; Yuankai Zhang 002; Jie Han; Yixiong Zou (KDD, 2023)

D-Separation for Causal Self-Explanation. - Wei Liu 144; Jun Wang 018; Haozhao Wang; Ruixuan Li 001; Zhiying Deng; Yuankai Zhang 002; Yang Qiu (NeurIPS, 2023)

Multi-view Multi-aspect Neural Networks for Next-basket Recommendation. - Zhiying Deng; Jianjun Li; Zhiqiang Guo; Wei Liu 144; Li Zou; Guohui Li 001 (SIGIR, 2023)

Decoupling Representation and Knowledge for Few-Shot Intent Classification and Slot Filling. - Jie Han; Yixiong Zou; Haozhao Wang; Jun Wang 018; Wei Liu 144; Yao Wu; Tao Zhang; Ruixuan Li 001 (AAAI, 2024)

Multi-scale Context-aware User Interest Learning for Behavior Pattern Modeling. - Zhiying Deng; Jianjun Li; Li Zou; Wei Liu 144; Si Shi; Qian Chen; Juan Zhao; Guohui Li 001 (DASFAA (3), 2024)

Adversarial Attack for Explanation Robustness of Rationalization Models. - Yuankai Zhang 002; Lingxiao Kong; Haozhao Wang; Ruixuan Li 001; Jun Wang 018; Yuhua Li 003; Wei Liu 144 (ECAI, 2024)

PAGE: Parametric Generative Explainer for Graph Neural Network. - Yang Qiu; Wei Liu 144; Jun Wang 018; Ruixuan Li 001 (ECAI, 2024)

Enhancing the Rationale-Input Alignment for Self-explaining Rationalization. - Wei Liu 144; Haozhao Wang; Jun Wang 018; Zhiying Deng; Yuankai Zhang 002; Cheng Wang 025; Ruixuan Li 001 (ICDE, 2024)

Is the MMI Criterion Necessary for Interpretability? Degenerating Non-causal Features to Plain Noise for Self-Rationalization. - Wei Liu 144; Zhiying Deng; Zhongyu Niu; Jun Wang 018; Haozhao Wang; YuanKai Zhang; Ruixuan Li 001 (NeurIPS, 2024)

Privacy-Friendly Cross-Domain Recommendation via Distilling User-irrelevant Information. - Cheng Wang 025; Wenchao Xu 001; Haozhao Wang; Wei Liu 144; Ruixuan Li 001 (WWW, 2025)

Exploring Practical Gaps in Using Cross Entropy to Implement Maximum Mutual Information Criterion for Rationalization. - Wei Liu 144; Zhiying Deng; Zhongyu Niu; Jun Wang 018; Haozhao Wang; Ruixuan Li 001 (Trans. Assoc. Comput. Linguistics, 2025)

Enhancing RAG with Active Learning on Conversation Records: Reject Incapables and Answer Capables. - Xuzhao Geng; Haozhao Wang; Jun Wang 018; Wei Liu 144; Ruixuan Li 001 (CoRR, 2025)

Adversarial Cooperative Rationalization: The Risk of Spurious Correlations in Even Clean Datasets. - Wei Liu 144; Zhongyu Niu; Lang Gao; Zhiying Deng; Jun Wang 018; Haozhao Wang; Ruixuan Li 001 (CoRR, 2025)

Re-Fed+: A Better Replay Strategy for Federated Incremental Learning. - Yichen Li 006; Haozhao Wang; Yining Qi; Wei Liu 144; Ruixuan Li 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Unbiased Interest Modeling in Sequential Basket Analysis: Addressing Repetition Bias with Multi-Factor Estimation. - Zhiying Deng; Jianjun Li; Wei Liu 144; Juan Zhao (Trans. Recomm. Syst., 2025)