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Effect Identification in Cluster Causal Diagrams



Tara V. Anand , Adèle H. Ribeiro , Jin Tian , Elias Bareinboim


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Partial Counterfactual Identification from Observational and Experimental Data



Junzhe Zhang , Jin Tian , Elias Bareinboim


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Beyond Discriminant Patterns: On the Robustness of Decision Rule Ensembles



Xin Du , Subramanian Ramamoorthy , Wouter Duivesteijn , Jin Tian , Mykola Pechenizkiy


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Data Poisoning Attacks and Defenses to Crowdsourcing Systems



Minghong Fang , Minghao Sun , Qi Li , Neil Zhenqiang Gong , Jin Tian , Jia Liu

* To appear in the Web Conference 2021 (WWW '21) 

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Supervised Whole DAG Causal Discovery



Hebi Li , Qi Xiao , Jin Tian


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Adjustment Criteria for Recovering Causal Effects from Missing Data



Mojdeh Saadati , Jin Tian


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Purifying Adversarial Perturbation with Adversarially Trained Auto-encoders



Hebi Li , Qi Xiao , Shixin Tian , Jin Tian


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Recoverability of Joint Distribution from Missing Data



Jin Tian


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