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Elements of Causal Inference: Foundations and Learning Algorithms

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

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Quasi-order of clocks and their synchronism and quantum bounds for copying timing information., and . IEEE Trans. Inf. Theory, 49 (1): 230-240 (2003)Feature relevance quantification in explainable AI: A causal problem., , and . AISTATS, volume 108 of Proceedings of Machine Learning Research, page 2907-2916. PMLR, (2020)Causal Forecasting: Generalization Bounds for Autoregressive Models., , , , and . CoRR, (2021)Causal version of Principle of Insufficient Reason and MaxEnt.. CoRR, (2021)Quantum Entropy.. Compendium of Quantum Physics, Springer, (2009)Two QCMA-complete problems., , and . Quantum Inf. Comput., 3 (6): 635-643 (2003)A Theory of Independent Mechanisms for Extrapolation in Generative Models., , , and . AAAI, page 6741-6749. AAAI Press, (2021)Why did the distribution change?, , , and . AISTATS, volume 130 of Proceedings of Machine Learning Research, page 1666-1674. PMLR, (2021)Cause-effect inference through spectral independence in linear dynamical systems: theoretical foundations., , , and . CLeaR, volume 177 of Proceedings of Machine Learning Research, page 110-143. PMLR, (2022)Über den Zusammenhang zwischen thermodynamisch reversiblem, kryptograpisch seitenkanalfreiem sowie quantenkohärentem Rechnen.. GI Jahrestagung (1), volume P-67 of LNI, page 443. GI, (2005)