Thijs van Ommen
6 papers · 2018–2025 · 4 conferences · across top CS/AI conferences
Achievements
Jump to papers ↓+3 more ↓ Show less ↑
π£ Hot Topic Early Bird π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (4) π Academic Marathon (7)
π
Cross-Pollinator
(13)
πΊοΈ
Taxonomy Completionist
(13)
π
Trend Setter
Conferences
PGM (2)
UAI (2)
CLEAR (1)
NIPS (1)
Top co-authors
Keywords
causal inference
(3)
domain adaptation
(1)
structure learning
(1)
graph theory
(1)
covariance matrix
(1)
conditional entropy
(1)
constraint satisfaction
(1)
conditional probability
(1)
bayesian network structure
(1)
conditional independence
(1)
conditional distribution
(1)
bayesian network
(1)
graphical model
(1)
structural equation model
(1)
information gain
(1)
structural causal model
(1)
causal intervention
(1)
markov equivalence
(1)
markov equivalence class
(1)
invariant prediction
(1)
Papers
The Causal Information Bottleneck and Optimal Causal Variable Abstractions
UAI 2025
Fundamental Properties of Causal Entropy and Information Gain
CLEAR 2024
Efficiently Deciding Algebraic Equivalence of Bow-Free Acyclic Path Diagrams
UAI 2024
Graphical Representations for Algebraic Constraints of Linear Structural Equations Models
PGM 2022
Domain Adaptation by Using Causal Inference to Predict Invariant Conditional Distributions
NIPS 2018
Learning Bayesian Networks by Branching on Constraints
PGM 2018