Targeted free energy estimation via learned mappings

Feb 12, 2020
Peter Wirnsberger, Andrew J. Ballard, George Papamakarios, Stuart Abercrombie, Sébastien Racanière, Alexander Pritzel, Danilo Jimenez Rezende, Charles Blundell

* 10 pages, 5 figures 

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On Contrastive Learning for Likelihood-free Inference

Feb 10, 2020
Conor Durkan, Iain Murray, George Papamakarios


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Causally Correct Partial Models for Reinforcement Learning

Feb 07, 2020
Danilo J. Rezende, Ivo Danihelka, George Papamakarios, Nan Rosemary Ke, Ray Jiang, Theophane Weber, Karol Gregor, Hamza Merzic, Fabio Viola, Jane Wang, Jovana Mitrovic, Frederic Besse, Ioannis Antonoglou, Lars Buesing


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Normalizing Flows on Tori and Spheres

Feb 06, 2020
Danilo Jimenez Rezende, George Papamakarios, Sébastien Racanière, Michael S. Albergo, Gurtej Kanwar, Phiala E. Shanahan, Kyle Cranmer


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Normalizing Flows for Probabilistic Modeling and Inference

Dec 05, 2019
George Papamakarios, Eric Nalisnick, Danilo Jimenez Rezende, Shakir Mohamed, Balaji Lakshminarayanan

* Review article. 60 pages, 4 figures 

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Neural Density Estimation and Likelihood-free Inference

Oct 29, 2019
George Papamakarios

* PhD thesis submitted to the University of Edinburgh in April 2019. Includes in full the following articles: arXiv:1605.06376, arXiv:1705.07057, arXiv:1805.07226 

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Neural Spline Flows

Jun 10, 2019
Conor Durkan, Artur Bekasov, Iain Murray, George Papamakarios


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Cubic-Spline Flows

Jun 05, 2019
Conor Durkan, Artur Bekasov, Iain Murray, George Papamakarios

* Appeared at the 1st Workshop on Invertible Neural Networks and Normalizing Flows at ICML 2019 

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Sequential Neural Methods for Likelihood-free Inference

Nov 21, 2018
Conor Durkan, George Papamakarios, Iain Murray


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Masked Autoregressive Flow for Density Estimation

Jun 14, 2018
George Papamakarios, Theo Pavlakou, Iain Murray

* section 4.3 is corrected since the previous version 

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Sequential Neural Likelihood: Fast Likelihood-free Inference with Autoregressive Flows

May 18, 2018
George Papamakarios, David C. Sterratt, Iain Murray


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Fast $ε$-free Inference of Simulation Models with Bayesian Conditional Density Estimation

Apr 02, 2018
George Papamakarios, Iain Murray

* Appeared at NIPS 2016. Fixed typo in Eq (37) 

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Distilling Model Knowledge

Oct 08, 2015
George Papamakarios


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