Marcel Wienöbst
10 papers · 2020–2024 · 6 venues · across top CS/AI venues
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Achievements
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🌉 Interdisciplinary Bridge · Silver 🌍 Conference Polyglot · Silver 🐣 Hot Topic Early Bird 🗺️ Taxonomy Completionist (15) 🔬 Deep Specialist (10)
💎
Century Club · Bronze
🔥
Unstoppable · Bronze
Top co-authors
Research topics
Keywords
markov equivalence
(5)
graphical model
(4)
directed acyclic graph
(4)
causal inference
(3)
causal discovery
(3)
markov equivalence class
(3)
causal structure
(2)
conditional independence
(2)
causal graph
(2)
graphical causal analysis
(2)
dag extension
(2)
unobserved confounder
(1)
structural causal model
(1)
polynomial time algorithm
(1)
causal effect
(1)
markov chain monte carlo
(1)
causal identification
(1)
computational complexity
(1)
causal analysis
(1)
algorithmic efficiency
(1)
Papers
Causal Structure Learning With Momentum: Sampling Distributions Over Markov Equivalence Classes
PGM 2024
Linear-Time Algorithms for Front-Door Adjustment in Causal Graphs
AAAI 2024
Efficient Enumeration of Markov Equivalent DAGs
AAAI 2023
Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs with Applications
JMLR 2023
Practical Algorithms for Orientations of Partially Directed Graphical Models
CLeaR 2023
A new constructive criterion for Markov equivalence of MAGs
UAI 2022
Identification in Tree-shaped Linear Structural Causal Models
AISTATS 2022
Extendability of causal graphical models: Algorithms and computational complexity
UAI 2021
Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs
AAAI 2021
Recovering Causal Structures from Low-Order Conditional Independencies
AAAI 2020