Dmitriy Katz
6 papers · 2019–2023 · 2 conferences · across top CS/AI conferences
Achievements
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Conferences
AISTATS (3)
NIPS (3)
Top co-authors
Keywords
causal inference
(4)
causal discovery
(3)
directed acyclic graph
(2)
experimental design
(2)
minimum entropy coupling
(2)
sparse regression
(1)
entropic causal inference
(1)
graphical model
(1)
greedy algorithm
(1)
approximation algorithm
(1)
structural causal model
(1)
treatment effect
(1)
interventional datum
(1)
active learning
(1)
observational datum
(1)
clique tree
(1)
causal graph
(1)
bayesian prior
(1)
joint distribution
(1)
intervention design
(1)
Papers
Minimum-Entropy Coupling Approximation Guarantees Beyond the Majorization Barrier
AISTATS 2023
High-Dimensional Feature Selection for Sample Efficient Treatment Effect Estimation
AISTATS 2021
Entropic Causal Inference: Identifiability and Finite Sample Results
NIPS 2020
Active Structure Learning of Causal DAGs via Directed Clique Trees
NIPS 2020
Sample Efficient Active Learning of Causal Trees
NIPS 2019
Size of Interventional Markov Equivalence Classes in random DAG models
AISTATS 2019