Causal Learning-Inference

  • Sun, Xinwei, Botong Wu, Xiangyu Zheng, Chang Liu, Wei Chen, Tao Qin, and Tie-Yan Liu. “Recovering Latent Causal Factor for Generalization to Distributional Shifts.” In Thirty-Fifth Conference on Neural Information Processing Systems. 2021.
  • Liu, Chang, Xinwei Sun, Jindong Wang, Haoyue Tang, Tao Li, Tao Qin, Wei Chen, and Tie-Yan Liu. “Learning causal semantic representation for out-of-distribution prediction.” In Thirty-Fifth Conference on Neural Information Processing Systems. 2021.
  • Zheng, Xiangyu, Xinwei Sun, Wei Chen, and Tie-Yan Liu. “Causally Invariant Predictor with Shift-Robustness.” arXiv preprint arXiv:2107.01876 (2021).

People

Portrait of Chang Liu

Chang Liu

Senior Researcher