Amin Jaber
8 papers · 2018–2023 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Academic Marathon ยท Sprint
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Interdisciplinary Bridge ยท Silver
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Hot Topic Early Bird
Venues
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Research topics
Keywords
causal identification
(4)
graphical model
(4)
causal inference
(4)
markov equivalence
(4)
partial ancestral graph
(3)
causal discovery
(3)
causal effect
(3)
causal graph
(2)
structural learning
(2)
causal diagram
(2)
soft intervention
(2)
conditional effect
(2)
latent variable
(1)
bayesian network
(1)
observational distribution
(1)
conditional causal effect
(1)
effect identification
(1)
graphical criterion
(1)
interventional equivalence
(1)
structure learning
(1)
Papers
Causal discovery from observational and interventional data across multiple environments
NeurIPS 2023
Causal Identification under Markov equivalence: Calculus, Algorithm, and Completeness
NeurIPS 2022
Causal Discovery from Soft Interventions with Unknown Targets: Characterization and Learning
NeurIPS 2020
Causal Identification under Markov Equivalence: Completeness Results
ICML 2019
Characterization and Learning of Causal Graphs with Latent Variables from Soft Interventions
NeurIPS 2019
Identification of Conditional Causal Effects under Markov Equivalence
NeurIPS 2019
On Causal Identification under Markov Equivalence
IJCAI 2019
A Graphical Criterion for Effect Identification in Equivalence Classes of Causal Diagrams
IJCAI 2018