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Variational Marginal Particle Filters


Sep 30, 2021
Jinlin Lai, Daniel Sheldon, Justin Domke

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Relaxed Marginal Consistency for Differentially Private Query Answering


Sep 13, 2021
Ryan McKenna, Siddhant Pradhan, Daniel Sheldon, Gerome Miklau

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Sibling Regression for Generalized Linear Models


Jul 07, 2021
Shiv Shankar, Daniel Sheldon

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The Spatio-Temporal Poisson Point Process: A Simple Model for the Alignment of Event Camera Data


Jun 13, 2021
Cheng Gu, Erik Learned-Miller, Daniel Sheldon, Guillermo Gallego, Pia Bideau

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Faster Kernel Interpolation for Gaussian Processes


Jan 28, 2021
Mohit Yadav, Daniel Sheldon, Cameron Musco

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* To appear, Artificial Intelligence and Statistics (AISTATS) 2021 

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Three-quarter Sibling Regression for Denoising Observational Data


Dec 31, 2020
Shiv Shankar, Daniel Sheldon, Tao Sun, John Pickering, Thomas G. Dietterich

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* IJCAI 2019 

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Normalizing Flows Across Dimensions


Jun 23, 2020
Edmond Cunningham, Renos Zabounidis, Abhinav Agrawal, Ina Fiterau, Daniel Sheldon

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Advances in Black-Box VI: Normalizing Flows, Importance Weighting, and Optimization


Jun 18, 2020
Abhinav Agrawal, Daniel Sheldon, Justin Domke

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General-Purpose Differentially-Private Confidence Intervals


Jun 14, 2020
Cecilia Ferrando, Shufan Wang, Daniel Sheldon

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