Ilya Shpitser

Causal Discovery in Linear Latent Variable Models Subject to Measurement Error

Nov 08, 2022
Yuqin Yang, AmirEmad Ghassami, Mohamed Nafea, Negar Kiyavash, Kun Zhang, Ilya Shpitser

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* Accepted at 36th Conference on Neural Information Processing Systems (NeurIPS 2022)

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Causal and counterfactual views of missing data models

Oct 11, 2022
Razieh Nabi, Rohit Bhattacharya, Ilya Shpitser, James Robins

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Combining Experimental and Observational Data for Identification of Long-Term Causal Effects

Jan 26, 2022
AmirEmad Ghassami, Ilya Shpitser, Eric Tchetgen Tchetgen

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Robustness in Deep Learning for Computer Vision: Mind the gap?

Dec 01, 2021
Nathan Drenkow, Numair Sani, Ilya Shpitser, Mathias Unberath

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Proximal Causal Inference with Hidden Mediators: Front-Door and Related Mediation Problems

Nov 04, 2021
AmirEmad Ghassami, Ilya Shpitser, Eric Tchetgen Tchetgen

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Partially Intervenable Causal Models

Oct 31, 2021
AmirEmad Ghassami, Ilya Shpitser

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* The authors received communication that convincingly argued this draft in its current state does not engage sufficiently with prior work on partially intervenable causal models. Thus, it is not yet ready to be publicly shown in its current state

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An Automated Approach to Causal Inference in Discrete Settings

Sep 28, 2021
Guilherme Duarte, Noam Finkelstein, Dean Knox, Jonathan Mummolo, Ilya Shpitser

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* 26 pages, 6 figures

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The Proximal ID Algorithm

Aug 15, 2021
Ilya Shpitser, Zach Wood-Doughty, Eric J. Tchetgen Tchetgen

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Entropic Inequality Constraints from $e$-separation Relations in Directed Acyclic Graphs with Hidden Variables

Jul 15, 2021
Noam Finkelstein, Beata Zjawin, Elie Wolfe, Ilya Shpitser, Robert W. Spekkens

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* 15 pages. This arXiv version is slightly updated relative to the version in UAI proceedings. (Theorem 5 and Proposition 8 have been strengthened, with Appendix C revised correspondingly. Appendix D has been added.)

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Multiply Robust Causal Mediation Analysis with Continuous Treatments

May 19, 2021
AmirEmad Ghassami, Numair Sani, Yizhen Xu, Ilya Shpitser

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