Dmitriy Katz
6 papers · 2019–2023 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(10)
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Hot Topic Early Bird
📈
Trend Setter
Venues
Top co-authors
Research topics
Artificial Intelligence
(5)
Machine Learning
(5)
Core AI
(5)
Learning Types
(3)
Knowledge & Reasoning
(2)
Mathematics & Optimization
(2)
Reasoning
(2)
Core Methods
(1)
Learning Paradigms · Artificial Intelligence
(1)
Learning Paradigms · Machine Learning
(1)
Optimization
(1)
Optimization & Theory
(1)
Probability
(1)
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 data
(1)
active learning
(1)
observational data
(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
Active Structure Learning of Causal DAGs via Directed Clique Trees
NeurIPS 2020
Entropic Causal Inference: Identifiability and Finite Sample Results
NeurIPS 2020
Sample Efficient Active Learning of Causal Trees
NeurIPS 2019
Size of Interventional Markov Equivalence Classes in random DAG models
AISTATS 2019