Amortized Variational Inference with Coverage Guarantees

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Amortized Variational Inference with Coverage Guarantees

23 May 2023

Declan McNamara

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Papers citing "Amortized Variational Inference with Coverage Guarantees"

18 / 18 papers shown

Title
Truncated proposals for scalable and hassle-free simulation-based inference Michael Deistler P. J. Gonçalves Jakob H Macke 141 51 0 10 Oct 2022
Smooth Normalizing Flows Jonas Köhler Andreas Krämer Frank Noé 84 55 0 01 Oct 2021
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification Anastasios Nikolas Angelopoulos Stephen Bates OOD 213 624 0 15 Jul 2021
Benchmarking Simulation-Based Inference Jan-Matthis Lueckmann Jan Boelts David S. Greenberg P. J. Gonçalves Jakob H. Macke 259 198 0 12 Jan 2021
Towards constraining warm dark matter with stellar streams through neural simulation-based inference Joeri Hermans N. Banik Christoph Weniger G. Bertone Gilles Louppe 76 29 0 30 Nov 2020
CD-split and HPD-split: efficient conformal regions in high dimensions Rafael Izbicki Gilson T. Shimizu R. Stern 398 51 0 24 Jul 2020
Nested conformal prediction and quantile out-of-bag ensemble methods Chirag Gupta Arun K. Kuchibhotla Aaditya Ramdas MQ 189 120 0 23 Oct 2019
A comparison of some conformal quantile regression methods Matteo Sesia Emmanuel J. Candès MQ 386 109 0 12 Sep 2019
Automatic Posterior Transformation for Likelihood-Free Inference David S. Greenberg M. Nonnenmacher Jakob H. Macke 390 332 0 17 May 2019
Forward Amortized Inference for Likelihood-Free Variational Marginalization L. Ambrogioni Umut Güçlü Julia Berezutskaya Eva W. P. van den Borne Yağmur Güçlütürk Max Hinne E. Maris Marcel van Gerven BDL VLM 62 17 0 29 May 2018
Sequential Neural Likelihood: Fast Likelihood-free Inference with Autoregressive Flows George Papamakarios D. Sterratt Iain Murray BDL 535 370 0 18 May 2018
Advances in Variational Inference Cheng Zhang Judith Butepage Hedvig Kjellström Stephan Mandt BDL 182 696 0 15 Nov 2017
Likelihood-free inference by ratio estimation Owen Thomas Ritabrata Dutta J. Corander Samuel Kaski Michael U. Gutmann 204 151 0 30 Nov 2016
Variational Inference: A Review for Statisticians David M. Blei A. Kucukelbir Jon D. McAuliffe BDL 305 4,812 0 04 Jan 2016
Importance Weighted Autoencoders Yuri Burda Roger C. Grosse Ruslan Salakhutdinov BDL 280 1,246 0 01 Sep 2015
Reweighted Wake-Sleep J. Bornschein Yoshua Bengio BDL 120 183 0 11 Jun 2014
Conditional validity of inductive conformal predictors V. Vovk 233 418 0 12 Sep 2012
A tutorial on conformal prediction Glenn Shafer V. Vovk 456 1,151 0 21 Jun 2007

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