About me

• Education: I’m a Ph.D. student at Huazhong University of Science and Technology (HUST), China.
• Advisor: Prof. Ruixuan Li
• Research Interests: Interpretability of machine learning, Causal Inference, Information theory, Natural Language Processing.

Publications

Notes: “$\Delta$” means primarily recommended for reading.

• Decoupling Representation and Knowledge for Few-Shot Intent Classification and Slot Filling.
  Jie Han, Yixiong Zou, Haozhao Wang, Jun Wang, Wei Liu, Yao Wu, Tao Zhang, Ruixuan Li.
  Conference: AAAI 2024.

• Enhancing the Rationale-Input Alignment for Self-explaining Rationalization. paper code
  Wei Liu, Haozhao Wang, Jun Wang, Zhiying Deng, YuanKai Zhang, Cheng Wang, Ruixuan Li
  Conference: ICDE 2024.

• D-Separation for Causal Self-Explanation.$^\Delta$ (NeurIPS 2023) paper code
  Wei Liu, Jun Wang, Haozhao Wang, Ruixuan Li, Zhiying Deng, Yuankai Zhang, Yang Qiu

• Decoupled Rationalization with Asymmetric Learning Rates: A Flexible Lipschitz Restraint.$^\Delta$ (KDD 2023) paper code
  Wei Liu, Jun Wang, Haozhao Wang, Ruixuan Li, Yang Qiu, YuanKai Zhang, Jie Han, Yixiong Zou

• MGR: Multi-generator Based Rationalization. (ACL 2023, Oral, Top 4%) paper code
  Wei Liu, Haozhao Wang, Jun Wang, Ruixuan Li, Xinyang Li, Yuankai Zhang, Yang Qiu

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

• FR: Folded Rationalization with a Unified Encoder (NeurIPS 2022) paper code video
  Wei Liu, Haozhao Wang, Jun Wang, Ruixuan Li, Chao Yue, Yuankai Zhang

Service

Great reviewer of ACL ARR December.