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Elements of Causal Inference: Foundations and Learning Algorithms

, , и . Adaptive Computation and Machine Learning MIT Press, Cambridge, MA, (2017)

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Dominik Janzing

Godehard Janzing

Josef Janzing

Dominik Heiss

Spin Storage in quantum dot ensembles and single quantum dots. TU München, (2009)

Dominik Bernhardt

Zeitabhängige, multimodale Modellierung und Analyse von Herzdaten. Uni Karlsruhe, (2009)
 

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Feature relevance quantification in explainable AI: A causal problem., , и . AISTATS, том 108 из Proceedings of Machine Learning Research, стр. 2907-2916. PMLR, (2020)A Theory of Independent Mechanisms for Extrapolation in Generative Models., , , и . AAAI, стр. 6741-6749. AAAI Press, (2021)Über den Zusammenhang zwischen thermodynamisch reversiblem, kryptograpisch seitenkanalfreiem sowie quantenkohärentem Rechnen.. GI Jahrestagung (1), том P-67 из LNI, стр. 443. GI, (2005)Cause-effect inference through spectral independence in linear dynamical systems: theoretical foundations., , , и . CLeaR, том 177 из Proceedings of Machine Learning Research, стр. 110-143. PMLR, (2022)Causal Regularization.. NeurIPS, стр. 12683-12693. (2019)Why did the distribution change?, , , и . AISTATS, том 130 из Proceedings of Machine Learning Research, стр. 1666-1674. PMLR, (2021)Testing whether linear equations are causal: A free probability theory approach, , и . CoRR, (2012)The Cause-Effect Problem: Motivation, Ideas, and Popular Misconceptions.. Cause Effect Pairs in Machine Learning, Springer, (2019)Causal structure-based root cause analysis of outliers., , , и . ICML, том 162 из Proceedings of Machine Learning Research, стр. 2357-2369. PMLR, (2022)Self-Compatibility: Evaluating Causal Discovery without Ground Truth., , , , и . AISTATS, том 238 из Proceedings of Machine Learning Research, стр. 4132-4140. PMLR, (2024)