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Causal Inference with Conditional Instruments using Deep Generative Models


Nov 29, 2022
Debo Cheng, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Thuc Duy Le

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* 10 pages, 4 figures and 3 tables. Accepted by AAAI2023 

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DeepMed: Semiparametric Causal Mediation Analysis with Debiased Deep Learning


Oct 10, 2022
Siqi Xu, Lin Liu, Zhonghua Liu

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* Accepted by NeurIPS 2022 

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Honor of Kings Arena: an Environment for Generalization in Competitive Reinforcement Learning


Oct 09, 2022
Hua Wei, Jingxiao Chen, Xiyang Ji, Hongyang Qin, Minwen Deng, Siqin Li, Liang Wang, Weinan Zhang, Yong Yu, Lin Liu, Lanxiao Huang, Deheng Ye, Qiang Fu, Wei Yang

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* Accepted by NeurIPS 2022 

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Requirements Engineering for Machine Learning: A Review and Reflection


Oct 03, 2022
Zhongyi Pei, Lin Liu, Chen Wang, Jianmin Wang

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Low-Light Video Enhancement with Synthetic Event Guidance


Aug 23, 2022
Lin Liu, Junfeng An, Jianzhuang Liu, Shanxin Yuan, Xiangyu Chen, Wengang Zhou, Houqiang Li, Yanfeng Wang, Qi Tian

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Data-Driven Causal Effect Estimation Based on Graphical Causal Modelling: A Survey


Aug 20, 2022
Debo Cheng, Jiuyong Li, Lin Liu, Jixue Liu, Thuc Duy Le

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* 25 pages, 7 figures and 1 table 

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Disentangled Representation with Causal Constraints for Counterfactual Fairness


Aug 19, 2022
Ziqi Xu, Jixue Liu, Debo Cheng, Jiuyong Li, Lin Liu, Ke Wang

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* 9 pages, 3 figures, 4 tables 

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A Hybrid Deep Feature-Based Deformable Image Registration Method for Pathological Images


Aug 17, 2022
Chulong Zhang, Yuming Jiang, Na Li, Zhicheng Zhang, Md Tauhidul Islam, Jingjing Dai, Lin Liu, Wenfeng He, Wenjian Qin, Jing Xiong, Yaoqin Xie, Xiaokun Liang

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* 23 pages, 12 figures. This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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Explanatory causal effects for model agnostic explanations


Jun 23, 2022
Jiuyong Li, Ha Xuan Tran, Thuc Duy Le, Lin Liu, Kui Yu, Jixue Liu

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* 17 

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