DoWhy-GCM: An extension of DoWhy for causal inference in graphical causal models P Blöbaum, P Götz, K Budhathoki, AA Mastakouri, D Janzing
Journal of Machine Learning Research 25 (147), 1-7, 2024
56 2024 Necessary and sufficient conditions for causal feature selection in time series with latent common causes AA Mastakouri, B Schölkopf, D Janzing
International Conference on Machine Learning, 7502-7511, 2021
55 2021 Causal analysis of Covid-19 spread in Germany AA Mastakouri, B Schölkopf
Advances in Neural Information Processing Systems 33, pages: 3153-3163, 2020
27 2020 Assumption violations in causal discovery and the robustness of score matching F Montagna, A Mastakouri, E Eulig, N Noceti, L Rosasco, D Janzing, ...
Advances in Neural Information Processing Systems 36, 2024
19 2024 Quantifying intrinsic causal contributions via structure preserving interventions D Janzing, P Blöbaum, AA Mastakouri, PM Faller, L Minorics, ...
International Conference on Artificial Intelligence and Statistics, 2188-2196, 2024
18 * 2024 Selecting causal brain features with a single conditional independence test per feature A Mastakouri, B Schölkopf, D Janzing
Advances in neural information processing systems 32, 2019
17 2019 Beta power may meditate the effect of Gamma-TACS on motor performance AA Mastakouri, B Schölkopf, M Grosse-Wentrup
2019 41st Annual International Conference of the IEEE Engineering in …, 2019
12 2019 Toward falsifying causal graphs using a permutation-based test E Eulig, AA Mastakouri, P Blöbaum, M Hardt, D Janzing
arXiv preprint arXiv:2305.09565, 2023
11 2023 Personalized brain-computer interface models for motor rehabilitation AA Mastakouri, S Weichwald, O Özdenizci, T Meyer, B Schölkopf, ...
2017 IEEE international conference on systems, man, and cybernetics (SMC …, 2017
11 2017 Self-compatibility: Evaluating causal discovery without ground truth PM Faller, LC Vankadara, AA Mastakouri, F Locatello, D Janzing
International Conference on Artificial Intelligence and Statistics, 4132-4140, 2024
9 2024 Causal information splitting: Engineering proxy features for robustness to distribution shifts B Mazaheri, A Mastakouri, D Janzing, M Hardt
Uncertainty in Artificial Intelligence, 1401-1411, 2023
7 2023 Tightening Bounds on Probabilities of Causation By Merging Datasets N Sani, AA Mastakouri
arXiv preprint arXiv:2310.08406, 2023
1 2023 Beyond Single-Feature Importance with ICECREAM M Oesterle, P Blöbaum, AA Mastakouri, E Kirschbaum
arXiv preprint arXiv:2307.09779, 2023
1 2023 Bounding probabilities of causation through the causal marginal problem N Sani, AA Mastakouri, D Janzing
arXiv preprint arXiv:2304.02023, 2023
1 2023 Stratification of behavioral response to transcranial current stimulation by resting-state electrophysiology AA Mastakouri
bioRxiv, 2020
1 2020 P Manggala, A Mastakouri, E Kirschbaum, SP Kasiviswanathan, ...
arXiv preprint arXiv:2410.06615, 2024
2024 Estimating Joint interventional distributions from marginal interventional data SHG Mejia, E Kirschbaum, A Kekić, A Mastakouri
arXiv preprint arXiv:2409.01794, 2024
2024 Estimating Joint interventional distributions from marginal interventional data S Hernan Garrido Mejia, E Kirschbaum, A Kekić, A Mastakouri
arXiv e-prints, arXiv: 2409.01794, 2024
2024 Causal Representation Learning S Magliacane, A Mastakouri, YM Asano, C Shi, C Eastwood, S Lachapelle, ...
Annual Conference on Neural Information Processing Systems, 2023
2023 Causal Feature Selection in Neuroscience AA Mastakouri
https://tobias-lib.uni-tuebingen.de/xmlui/handle/10900/110788, 2020
2020 
Dominik JanzingAmazon Development Center, TuebingenVerified email at amazon.com
