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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)Counterfactuals uncover the modular structure of deep generative models., , , and . ICLR, OpenReview.net, (2020)Embrace the Gap: VAEs Perform Independent Mechanism Analysis., , , , , , , , and . NeurIPS, (2022)Self-Supervised Learning with Data Augmentations Provably Isolates Content from Style., , , , , , and . NeurIPS, page 16451-16467. (2021)Exploring the Latent Space of Autoencoders with Interventional Assays., , , and . NeurIPS, (2022)Counterfactuals uncover the modular structure of deep generative models, , , and . International Conference on Learning Representations, (2020)Targeted Reduction of Causal Models., , and . CoRR, (2023)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)A Theory of Independent Mechanisms for Extrapolation in Generative Models., , , and . AAAI, page 6741-6749. AAAI Press, (2021)Function Classes for Identifiable Nonlinear Independent Component Analysis., , and . NeurIPS, (2022)