Liang, Yurou; Zadorozhnyi, Oleksandr; Drton, Mathias
Kernel-Based Differentiable Learning of Non-Parametric Directed Acyclic Graphical Models
253-272
Proceedings of Machine Learning Research
Proceedings of The 12th International Conference on Probabilistic Graphical Models
ML Research Press
2024

Strieder, David; Drton, Mathias
Identifying Total Causal Effects in Linear Models under Partial Homoscedasticity
213-230
Proceedings of Machine Learning Research
Proceedings of The 12th International Conference on Probabilistic Graphical Models
ML Research Press
2024

Drton, Mathias; Grosdos, Alexandros; Portakal, Irem; Sturma, Nils
Algebraic Sparse Factor Analysis
SIAM Journal on Applied Algebra and Geometry
2025
9
2
Apr
279-309

Strieder, David; Drton, Mathias
Identifying total causal effects in linear models under partial homoscedasticity
International Journal of Approximate Reasoning
2025
183
Aug
109455

Boege, Tobias; Drton, Mathias; Hollering, Benjamin; Lumpp, Sarah; Misra, Pratik; Schkoda, Daniela
Conditional independence in stationary distributions of diffusions
Stochastic Processes and their Applications
2025
184
Jun
104604

Drton, Mathias; Hollering, Benjamin; Wu, Jun
Identifiability of homoscedastic linear structural equation models using algebraic matroids
Advances in Applied Mathematics
2025
163
Part B
Feb
102794

Drton, Mathias; Grosdos, Alexandros; McCormack, Andrew
Rational maximum likelihood estimators of Kronecker covariance matrices
Algebraic Statistics
2024
15
1
Aug
145-164

Shi, Hongjian; Drton, Mathias; Hallin, Marc; Han, Fang
Distribution-free tests of multivariate independence based on center-outward quadrant, Spearman, Kendall, and van der Waerden statistics
Bernoulli
2025
31
1
Feb
106–129

Göbler, Konstantin; Drton, Mathias; Mukherjee, Sach; Miloschewski, Anne
High-dimensional undirected graphical models for arbitrary mixed data
Electronic Journal of Statistics
2024
18
1
Jun
2339–2404

Sturma, Nils; Squires, Chandler; Drton, Mathias; Uhler, Caroline
Unpaired Multi-Domain Causal Representation Learning
34465--34492
Advances in Neural Information Processing Systems 36
37th Annual Conference on Neural Information Processing Systems (NeurIPS 2023)
2023