Numair Sani

11 papers A 1Journal 9Unranked 1

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Explaining the Behavior of Black-Box Prediction Algorithms with Causal Learning. Trans. Mach. Learn. Res. Numair Sani, Daniel Malinsky, Ilya Shpitser
2023	J	`jnl`	Bounding probabilities of causation through the causal marginal problem. CoRR Numair Sani, Atalanti-Anastasia Mastakouri, Dominik Janzing
2023	J	`jnl`	Tightening Bounds on Probabilities of Causation By Merging Datasets. CoRR Numair Sani, Atalanti-Anastasia Mastakouri
2021	J	`jnl`	Multiply Robust Causal Mediation Analysis with Continuous Treatments. CoRR AmirEmad Ghassami, Numair Sani, Yizhen Xu, Ilya Shpitser
2021	J	`jnl`	Robustness in Deep Learning for Computer Vision: Mind the gap? CoRR Nathan Drenkow, Numair Sani, Ilya Shpitser, Mathias Unberath
2020	J	`jnl`	A Semiparametric Approach to Interpretable Machine Learning. CoRR Numair Sani, Jaron J. R. Lee, Razieh Nabi, Ilya Shpitser
2020	J	`jnl`	Explaining The Behavior Of Black-Box Prediction Algorithms With Causal Learning. CoRR Numair Sani, Daniel Malinsky, Ilya Shpitser
2020	A	`conf`	Identification and Estimation of Causal Effects Defined by Shift Interventions. UAI Numair Sani, Jaron J. R. Lee, Ilya Shpitser
2016	J	`jnl`	Fine-grained Mining of Illicit Drug Use Patterns Using Social Multimedia Data from Instagram. CoRR Yiheng Zhou, Numair Sani, Jiebo Luo
2016	—	`conf`	Fine-grained mining of illicit drug use patterns using social multimedia data from instagram. IEEE BigData Yiheng Zhou, Numair Sani, Jiebo Luo
2016	J	`jnl`	Understanding Illicit Drug Use Behaviors by Mining Social Media. CoRR Yiheng Zhou, Numair Sani, Chia-Kuei Lee, Jiebo Luo