Markus Bläser
8 papers · 2022–2025 · 6 venues · across top CS/AI venues
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Achievements
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🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Gold 🗺️ Taxonomy Completionist (13) 🏆 Grand Slam
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Research topics
Keywords
causal inference
(4)
structural causal model
(3)
computational complexity
(3)
tree-shaped graph
(2)
probabilistic generating circuit
(2)
causal identification
(2)
probabilistic reasoning
(2)
satisfiability problem
(2)
graphical model
(1)
causal effect
(1)
counterfactual reasoning
(1)
polynomial time algorithm
(1)
arithmetic circuit
(1)
parameter identification
(1)
instrumental variable
(1)
complexity theory
(1)
linear structural equation model
(1)
strongly rayleigh distribution
(1)
binary variable
(1)
grobner basis
(1)
Papers
From Probability to Counterfactuals: the Increasing Complexity of Satisfiability in Pearl's Causal Hierarchy
ICLR 2025
The Limits of Tractable Marginalization
ICML 2025
Identification for Tree-Shaped Structural Causal Models in Polynomial Time
AAAI 2024
On the Complexity of Identification in Linear Structural Causal Models
NeurIPS 2024
Probabilistic Generating Circuits - Demystified
ICML 2024
Not all Strongly Rayleigh Distributions Have Small Probabilistic Generating Circuits
ICML 2023
The Hardness of Reasoning about Probabilities and Causality
IJCAI 2023
Identification in Tree-shaped Linear Structural Causal Models
AISTATS 2022