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Katz, Dmitriy
7 publications
TMLR
2024
Separability Analysis for Causal Discovery in Mixture of DAGs
Burak Varici
,
Dmitriy Katz
,
Dennis Wei
,
Prasanna Sattigeri
,
Ali Tajer
AISTATS
2023
Minimum-Entropy Coupling Approximation Guarantees Beyond the Majorization Barrier
Spencer Compton
,
Dmitriy Katz
,
Benjamin Qi
,
Kristjan Greenewald
,
Murat Kocaoglu
AISTATS
2021
High-Dimensional Feature Selection for Sample Efficient Treatment Effect Estimation
Kristjan Greenewald
,
Karthikeyan Shanmugam
,
Dmitriy Katz
NeurIPS
2020
Active Structure Learning of Causal DAGs via Directed Clique Trees
Chandler Squires
,
Sara Magliacane
,
Kristjan Greenewald
,
Dmitriy Katz
,
Murat Kocaoglu
,
Karthikeyan Shanmugam
NeurIPS
2020
Entropic Causal Inference: Identifiability and Finite Sample Results
Spencer Compton
,
Murat Kocaoglu
,
Kristjan Greenewald
,
Dmitriy Katz
NeurIPS
2019
Sample Efficient Active Learning of Causal Trees
Kristjan Greenewald
,
Dmitriy Katz
,
Karthikeyan Shanmugam
,
Sara Magliacane
,
Murat Kocaoglu
,
Enric Boix Adsera
,
Guy Bresler
AISTATS
2019
Size of Interventional Markov Equivalence Classes in Random DAG Models
Dmitriy Katz
,
Karthikeyan Shanmugam
,
Chandler Squires
,
Caroline Uhler