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Sampling-Based Accuracy Testing of Posterior Estimators for General Inference


Feb 06, 2023
Pablo Lemos, Adam Coogan, Yashar Hezaveh, Laurence Perreault-Levasseur

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* 15 pages 

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Pixelated Reconstruction of Foreground Density and Background Surface Brightness in Gravitational Lensing Systems using Recurrent Inference Machines


Jan 10, 2023
Alexandre Adam, Laurence Perreault-Levasseur, Yashar Hezaveh, Max Welling

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* 13+7 pages, 13 figures; Submitted to The Astrophysical Journal. arXiv admin note: text overlap with arXiv:2207.01073 

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Posterior samples of source galaxies in strong gravitational lenses with score-based priors


Nov 07, 2022
Alexandre Adam, Adam Coogan, Nikolay Malkin, Ronan Legin, Laurence Perreault-Levasseur, Yashar Hezaveh, Yoshua Bengio

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* 5+6 pages, 3 figures, Accepted (poster + contributed talk) for the Machine Learning and the Physical Sciences Workshop at the 36th conference on Neural Information Processing Systems (NeurIPS 2022) 

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