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Can you trust your models uncertainty? Evaluating predictive uncertainty under dataset shift

Y. Ovadia, E. Fertig, J. Ren, Z. Nado, D. Sculley, S. Nowozin, J. Dillon, B. Lakshminarayanan, and J. Snoek. Advances in Neural Information Processing Systems, 32, Curran Associates, Inc., (2019)

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Joshua Güsewell University of Stuttgart

Joshua Nothdurft University of Stuttgart

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Can you trust your models uncertainty? Evaluating predictive uncertainty under dataset shiftY. Ovadia, E. Fertig, J. Ren, Z. Nado, D. Sculley, S. Nowozin, J. Dillon, B. Lakshminarayanan, and J. Snoek. Advances in Neural Information Processing Systems, 32, Curran Associates, Inc., (2019)TensorFlow Distributions.J. Dillon, I. Langmore, D. Tran, E. Brevdo, S. Vasudevan, D. Moore, B. Patton, A. Alemi, M. Hoffman, and R. Saurous. CoRR, (2017)Fixing a Broken ELBO.A. Alemi, B. Poole, I. Fischer, J. Dillon, R. Saurous, and K. Murphy. ICML, volume 80 of Proceedings of Machine Learning Research, page 159-168. PMLR, (2018)Statistical and Computational Tradeoffs in Stochastic Composite Likelihood.J. Dillon, and G. Lebanon. AISTATS, volume 5 of JMLR Proceedings, page 129-136. JMLR.org, (2009)A unified optimization framework for robust pseudo-relevance feedback algorithms.J. Dillon, and K. Collins-Thompson. CIKM, page 1069-1078. ACM, (2010)Statistical Translation, Heat Kernels and Expected Distances.J. Dillon, Y. Mao, G. Lebanon, and J. Zhang. UAI, page 93-100. AUAI Press, (2007)The Locally Weighted Bag of Words Framework for Document Representation.G. Lebanon, Y. Mao, and J. Dillon. J. Mach. Learn. Res., (2007)Sequential Document Visualization.Y. Mao, J. Dillon, and G. Lebanon. IEEE Trans. Vis. Comput. Graph., 13 (6): 1208-1215 (2007)Uncertainty in the Variational Information Bottleneck.A. Alemi, I. Fischer, and J. Dillon. CoRR, (2018)Likelihood Ratios for Out-of-Distribution Detection.J. Ren, P. Liu, E. Fertig, J. Snoek, R. Poplin, M. DePristo, J. Dillon, and B. Lakshminarayanan. NeurIPS, page 14680-14691. (2019)

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Disambiguation of "Dillon, Joshua"

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Can you trust your models uncertainty? Evaluating predictive uncertainty under dataset shift

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Joshua Güsewell University of Stuttgart

Joshua Nothdurft University of Stuttgart

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PUMA

Disambiguation of "Dillon, Joshua"

copydeleteadd this publication to your clipboardcommunity posthistory of this postURLDOIBibTeXEndNoteAPAChicagoDIN 1505HarvardMSOffice XML Can you trust your models uncertainty? Evaluating predictive uncertainty under dataset shift

Please choose a person to relate this publication to

Joshua Güsewell University of Stuttgart

Joshua Nothdurft University of Stuttgart

Other publications of authors with the same name

Disambiguation

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Can you trust your models uncertainty? Evaluating predictive uncertainty under dataset shift