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An Optimization-centric View on Bayes' Rule: Reviewing and Generalizing Variational Inference.

, , and . J. Mach. Learn. Res., (2022)

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Inferring Sparse Kernel Combinations and Relevance Vectors: An Application to Subcellular Localization of Proteins., , , and . ICMLA, page 577-582. IEEE Computer Society, (2008)Transforming Gaussian Processes With Normalizing Flows., , , and . CoRR, (2020)Multi-task Causal Learning with Gaussian Processes, , , and . Advances in Neural Information Processing Systems, (2020)Multi-resolution Multi-task Gaussian Processes., , , and . NeurIPS, page 14025-14035. (2019)Quantifying Consistency and Information Loss for Causal Abstraction Learning., , and . IJCAI, page 5750-5757. ijcai.org, (2023)Distribution Regression for Sequential Data., , , , and . AISTATS, volume 130 of Proceedings of Machine Learning Research, page 3754-3762. PMLR, (2021)Enabling Dependability-Driven Resource Use and Message Log-Analysis for Cluster System Diagnosis., , , , , , , , and . HiPC, page 317-327. IEEE Computer Society, (2017)Variational Autoencoding of PDE Inverse Problems, and . (2020)cite arxiv:2006.15641.Road and travel time cross-validation for urban modelling., , and . Int. J. Geogr. Inf. Sci., 34 (1): 98-118 (2020)An Expectation-Based Network Scan Statistic for a COVID-19 Early Warning System., , , , , , and . CoRR, (2020)