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 | 43 | 2021 |
Dowhy-gcm: An extension of dowhy for causal inference in graphical causal models P Blöbaum, P Götz, K Budhathoki, AA Mastakouri, D Janzing arXiv preprint arXiv:2206.06821, 2022 | 28 | 2022 |
Causal analysis of Covid-19 spread in Germany AA Mastakouri, B Schölkopf Advances in Neural Information Processing Systems 33, pages: 3153-3163, 2020 | 22 | 2020 |
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 | 15 | 2019 |
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 |
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 | 10* | 2024 |
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 | 9 | 2019 |
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 | 6 | 2024 |
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 | 2 | 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 | 2 | 2023 |
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 | 2 | 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 |
Causal Representation Learning S Magliacane, A Mastakouri, YM Asano, C Shi, C Eastwood, S Lachapelle, ... Annual Conference on Neural Information Processing Systems, 2023 | | 2023 |
Tightening Bounds on Probabilities of Causation By Merging Datasets N Sani, AA Mastakouri arXiv preprint arXiv:2310.08406, 2023 | | 2023 |
Causal Feature Selection in Neuroscience AA Mastakouri https://tobias-lib.uni-tuebingen.de/xmlui/handle/10900/110788, 2020 | | 2020 |
Causal analysis of Covid-19 spread in Germany (preprint) AA Mastakouri, B Schölkopf | | 2020 |