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Bläser, Markus
9 publications
NeurIPS
2025
Faster Generic Identification in Tree-Shaped Structural Causal Models
Yasmine Briefs
,
Markus Bläser
ICLR
2025
From Probability to Counterfactuals: The Increasing Complexity of Satisfiability in Pearl's Causal Hierarchy
Julian Dörfler
,
Benito van der Zander
,
Markus Bläser
,
Maciej Liskiewicz
ICML
2025
The Limits of Tractable Marginalization
Oliver Broadrick
,
Sanyam Agarwal
,
Guy Van Den Broeck
,
Markus Bläser
AAAI
2024
Identification for Tree-Shaped Structural Causal Models in Polynomial Time
Aaryan Gupta
,
Markus Bläser
NeurIPS
2024
On the Complexity of Identification in Linear Structural Causal Models
Julian Dörfler
,
Benito van der Zander
,
Markus Bläser
,
Maciej Liśkiewicz
ICML
2024
Probabilistic Generating Circuits - Demystified
Sanyam Agarwal
,
Markus Bläser
ICML
2023
Not All Strongly Rayleigh Distributions Have Small Probabilistic Generating Circuits
Markus Bläser
IJCAI
2023
The Hardness of Reasoning About Probabilities and Causality
Benito van der Zander
,
Markus Bläser
,
Maciej Liskiewicz
AISTATS
2022
Identification in Tree-Shaped Linear Structural Causal Models
Benito Van Der Zander
,
Marcel Wienöbst
,
Markus Bläser
,
Maciej Liskiewicz