Marcel Wienöbst
10 papers · 2020–2024 · 6 conferences · across top CS/AI conferences
Achievements
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🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🗺️ Taxonomy Completionist (14) 🐣 Hot Topic Early Bird 🌍 Conference Polyglot (6)
🐝
Cross-Pollinator
(8)
💎
Century Club
(10)
🔥
Unstoppable
(5)
Conferences
AAAI (4)
UAI (2)
AISTATS (1)
CLEAR (1)
JMLR (1)
PGM (1)
Top co-authors
Keywords
markov equivalence
(5)
directed acyclic graph
(4)
graphical model
(4)
causal discovery
(3)
causal inference
(3)
conditional independence
(2)
graphical causal analysis
(2)
markov equivalence class
(2)
dag extension
(2)
causal structure
(2)
causal graph
(2)
polynomial time algorithm
(1)
algorithmic efficiency
(1)
unobserved confounder
(1)
structural causal model
(1)
algorithm design
(1)
linear-time algorithm
(1)
causal effect
(1)
causal identification
(1)
causal analysis
(1)
Papers
Linear-Time Algorithms for Front-Door Adjustment in Causal Graphs
AAAI 2024
Causal Structure Learning With Momentum: Sampling Distributions Over Markov Equivalence Classes
PGM 2024
Practical Algorithms for Orientations of Partially Directed Graphical Models
CLEAR 2023
Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs with Applications
JMLR 2023
Efficient Enumeration of Markov Equivalent DAGs
AAAI 2023
A new constructive criterion for Markov equivalence of MAGs
UAI 2022
Identification in Tree-shaped Linear Structural Causal Models
AISTATS 2022
Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs
AAAI 2021
Extendability of causal graphical models: Algorithms and computational complexity
UAI 2021
Recovering Causal Structures from Low-Order Conditional Independencies
AAAI 2020