Valid Inference after Causal Discovery

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Valid Inference after Causal Discovery

11 August 2022

Michael I. Jordan

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Papers citing "Valid Inference after Causal Discovery"

16 / 16 papers shown

Title
Your Assumed DAG is Wrong and Here's How To Deal With It Kirtan Padh Zhufeng Li Cecilia Casolo Niki Kilbertus CML 86 0 0 24 Feb 2025
D'ya like DAGs? A Survey on Structure Learning and Causal Discovery M. Vowels Necati Cihan Camgöz Richard Bowden CML 115 302 0 03 Mar 2021
Post-Selection Inference via Algorithmic Stability Tijana Zrnic Michael I. Jordan 26 18 0 18 Nov 2020
Differentiable Causal Discovery Under Unmeasured Confounding Rohit Bhattacharya Tushar Nagarajan Daniel Malinsky I. Shpitser CML 65 60 0 14 Oct 2020
Stable discovery of interpretable subgroups via calibration in causal studies Raaz Dwivedi Yan Shuo Tan Briton Park Mian Wei Kevin Horgan D. Madigan Bin Yu CML 42 30 0 23 Aug 2020
Towards practical differentially private causal graph discovery Lun Wang Qi Pang Basel Alomair 42 13 0 15 Jun 2020
Uniformly valid confidence intervals post-model-selection François Bachoc David Preinerstorfer Lukas Steinberger 78 49 0 03 Nov 2016
Deep Learning with Differential Privacy Martín Abadi Andy Chu Ian Goodfellow H. B. McMahan Ilya Mironov Kunal Talwar Li Zhang FedML SyDa 216 6,130 0 01 Jul 2016
Structure Learning in Graphical Modeling Mathias Drton Marloes H. Maathuis CML 85 249 0 07 Jun 2016
High-dimensional consistency in score-based and hybrid structure learning Preetam Nandy Alain Hauser Marloes H. Maathuis 75 130 0 09 Jul 2015
Constraint-based Causal Discovery from Multiple Interventions over Overlapping Variable Sets Sofia Triantafillou Ioannis Tsamardinos CML 136 150 0 10 Mar 2014
Exact post-selection inference, with application to the lasso Jason D. Lee Dennis L. Sun Yuekai Sun Jonathan E. Taylor 215 733 0 25 Nov 2013
Valid post-selection inference R. Berk L. Brown A. Buja Kai Zhang Linda H. Zhao 263 586 0 05 Jun 2013
Causal Networks: Semantics and Expressiveness Thomas Verma Judea Pearl GNN 90 551 0 27 Mar 2013
Order-independent constraint-based causal structure learning Diego Colombo Marloes H. Maathuis CML 124 605 0 14 Nov 2012
Learning high-dimensional directed acyclic graphs with latent and selection variables Diego Colombo Marloes H. Maathuis M. Kalisch Thomas S. Richardson CML 126 466 0 29 Apr 2011