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Coordinating Users of Shared Facilities via Data-driven Predictive Assistants and Game Theory.

, , , , and . UAI, volume 115 of Proceedings of Machine Learning Research, page 207-216. AUAI Press, (2019)

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Causal Feature Selection via Orthogonal Search., , , , and . Trans. Mach. Learn. Res., (2022)Counterfactuals uncover the modular structure of deep generative models., , , and . ICLR, OpenReview.net, (2020)Causal Component Analysis., , , , , , and . CoRR, (2023)Homomorphism Autoencoder - Learning Group Structured Representations from Observed Transitions., , , , and . CoRR, (2022)Independent Mechanism Analysis and the Manifold Hypothesis., , , , and . CoRR, (2023)Learning soft interventions in complex equilibrium systems., and . UAI, volume 180 of Proceedings of Machine Learning Research, page 170-180. PMLR, (2022)A theory of independent mechanisms for extrapolation in generative models., , , and . CoRR, (2020)Orthogonal Structure Search for Efficient Causal Discovery from Observational Data., , , , and . CoRR, (2019)Structure by Architecture: Structured Representations without Regularization., , , , , and . ICLR, OpenReview.net, (2023)Independent mechanism analysis, a new concept?, , , , and . NeurIPS, page 28233-28248. (2021)