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Optimally-Weighted Estimators of the Maximum Mean Discrepancy for Likelihood-Free Inference


Jan 30, 2023
Ayush Bharti, Masha Naslidnyk, Oscar Key, Samuel Kaski, Fran├žois-Xavier Briol

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Towards Healing the Blindness of Score Matching


Sep 15, 2022
Mingtian Zhang, Oscar Key, Peter Hayes, David Barber, Brooks Paige, Fran├žois-Xavier Briol

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Composite Goodness-of-fit Tests with Kernels


Nov 19, 2021
Oscar Key, Tamara Fernandez, Arthur Gretton, Fran├žois-Xavier Briol

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Generating Interpretable Counterfactual Explanations By Implicit Minimisation of Epistemic and Aleatoric Uncertainties


Mar 16, 2021
Lisa Schut, Oscar Key, Rory McGrath, Luca Costabello, Bogdan Sacaleanu, Medb Corcoran, Yarin Gal

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* Proceedings of the 24th International Conference on Artificial Intelligence and Statistics (AISTATS) 2021 
* 21 pages, 13 Figures 

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Improving Deterministic Uncertainty Estimation in Deep Learning for Classification and Regression


Feb 22, 2021
Joost van Amersfoort, Lewis Smith, Andrew Jesson, Oscar Key, Yarin Gal

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On Signal-to-Noise Ratio Issues in Variational Inference for Deep Gaussian Processes


Nov 01, 2020
Tim G. J. Rudner, Oscar Key, Yarin Gal, Tom Rainforth

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Interlocking Backpropagation: Improving depthwise model-parallelism


Oct 08, 2020
Aidan N. Gomez, Oscar Key, Stephen Gou, Nick Frosst, Jeff Dean, Yarin Gal

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