Markus Bläser
8 papers · 2022–2025 · 6 conferences · across top CS/AI conferences
Achievements
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🌍 Conference Polyglot (6) 🧭 Keyword Pioneer 🗺️ Taxonomy Completionist (11) 🌉 Interdisciplinary Bridge 🐝 Cross-Pollinator (15)
🌈
Renaissance Researcher
(5)
🏆
Grand Slam
Conferences
ICML (3)
AAAI (1)
AISTATS (1)
ICLR (1)
IJCAI (1)
NIPS (1)
Top co-authors
Keywords
structural causal model
(3)
causal inference
(3)
causal identification
(2)
computational complexity
(2)
tree-shaped graph
(2)
algorithm design
(1)
tractable inference
(1)
satisfiability problem
(1)
polynomial time
(1)
graphical model
(1)
causal effect
(1)
probabilistic inference
(1)
polynomial time algorithm
(1)
probabilistic modeling
(1)
parameter identification
(1)
instrumental variable
(1)
complexity theory
(1)
linear structural equation model
(1)
strongly rayleigh distribution
(1)
probabilistic generating circuit
(1)
Papers
The Limits of Tractable Marginalization
ICML 2025
From Probability to Counterfactuals: the Increasing Complexity of Satisfiability in Pearl's Causal Hierarchy
ICLR 2025
Probabilistic Generating Circuits - Demystified
ICML 2024
On the Complexity of Identification in Linear Structural Causal Models
NIPS 2024
Identification for Tree-Shaped Structural Causal Models in Polynomial Time
AAAI 2024
The Hardness of Reasoning about Probabilities and Causality
IJCAI 2023
Not all Strongly Rayleigh Distributions Have Small Probabilistic Generating Circuits
ICML 2023
Identification in Tree-shaped Linear Structural Causal Models
AISTATS 2022