Amin Jaber
8 papers · 2018–2023 · 3 conferences · across top CS/AI conferences
Achievements
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🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🌍 Conference Polyglot (3) 🏃 Academic Marathon (5)
🐝
Cross-Pollinator
(12)
Conferences
NIPS (5)
IJCAI (2)
ICML (1)
Top co-authors
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
NIPS 2023
Causal Identification under Markov equivalence: Calculus, Algorithm, and Completeness
NIPS 2022
Causal Discovery from Soft Interventions with Unknown Targets: Characterization and Learning
NIPS 2020
On Causal Identification under Markov Equivalence
IJCAI 2019
Characterization and Learning of Causal Graphs with Latent Variables from Soft Interventions
NIPS 2019
Causal Identification under Markov Equivalence: Completeness Results
ICML 2019
Identification of Conditional Causal Effects under Markov Equivalence
NIPS 2019
A Graphical Criterion for Effect Identification in Equivalence Classes of Causal Diagrams
IJCAI 2018