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Understanding Failures in Out-of-Distribution Detection with Deep Generative Models.

, , and . ICML, volume 139 of Proceedings of Machine Learning Research, page 12427-12436. PMLR, (2021)

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Deterministic Annealing for Stochastic Variational Inference., , , and . CoRR, (2014)Unsupervised learning of hierarchical representations with convolutional deep belief networks., , , and . Commun. ACM, 54 (10): 95-103 (2011)Noisin: Unbiased Regularization for Recurrent Neural Networks., , , and . ICML, volume 80 of Proceedings of Machine Learning Research, page 1251-1260. PMLR, (2018)A dynamic risk score for early prediction of cardiogenic shock using machine learning., , , , , , , , , and 11 other author(s). CoRR, (2023)A validated, real-time prediction model for favorable outcomes in hospitalized COVID-19 patients., , , , , , , , , and 14 other author(s). npj Digit. Medicine, (2020)Support and Invertibility in Domain-Invariant Representations., , and . AISTATS, volume 89 of Proceedings of Machine Learning Research, page 527-536. PMLR, (2019)The Counterfactual χ-GAN: Finding comparable cohorts in observational health data., , , and . J. Biomed. Informatics, (2020)An Effective Meaningful Way to Evaluate Survival Models., , , , , , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 28244-28276. PMLR, (2023)CONTRA: Contrarian statistics for controlled variable selection., , , , and . AISTATS, volume 130 of Proceedings of Machine Learning Research, page 1900-1908. PMLR, (2021)Don't be fooled: label leakage in explanation methods and the importance of their quantitative evaluation., , and . AISTATS, volume 206 of Proceedings of Machine Learning Research, page 8925-8953. PMLR, (2023)