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Wienöbst, Marcel
10 publications
PGM
2024
Causal Structure Learning with Momentum: Sampling Distributions over Markov Equivalence Classes
Moritz Schauer
,
Marcel Wienöbst
AAAI
2024
Linear-Time Algorithms for Front-Door Adjustment in Causal Graphs
Marcel Wienöbst
,
Benito van der Zander
,
Maciej Liskiewicz
AAAI
2023
Efficient Enumeration of Markov Equivalent DAGs
Marcel Wienöbst
,
Malte Luttermann
,
Max Bannach
,
Maciej Liskiewicz
JMLR
2023
Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs with Applications
Marcel Wienöbst
,
Max Bannach
,
Maciej Liśkiewicz
CLeaR
2023
Practical Algorithms for Orientations of Partially Directed Graphical Models
Malte Luttermann
,
Marcel Wienöbst
,
Maciej Liskiewicz
AISTATS
2022
Identification in Tree-Shaped Linear Structural Causal Models
Benito Van Der Zander
,
Marcel Wienöbst
,
Markus Bläser
,
Maciej Liskiewicz
UAI
2022
A New Constructive Criterion for Markov Equivalence of MAGs
Marcel Wienöbst
,
Max Bannach
,
Maciej Liśkiewicz
UAI
2021
Extendability of Causal Graphical Models: Algorithms and Computational Complexity
Marcel Wienöbst
,
Max Bannach
,
Maciej Liśkiewicz
AAAI
2021
Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs
Marcel Wienöbst
,
Max Bannach
,
Maciej Liskiewicz
AAAI
2020
Recovering Causal Structures from Low-Order Conditional Independencies
Marcel Wienöbst
,
Maciej Liskiewicz