Laplace Redux -- Effortless Bayesian Deep Learning

Laplace Redux -- Effortless Bayesian Deep Learning

28 June 2021

Erik A. Daxberger

Agustinus Kristiadi

Alexander Immer

Runa Eschenhagen

Papers citing "Laplace Redux -- Effortless Bayesian Deep Learning"

11 / 211 papers shown

Title
Active Learning in Bayesian Neural Networks with Balanced Entropy Learning Principle J. Woo 34 11 0 30 May 2021
deepregression: a Flexible Neural Network Framework for Semi-Structured Deep Distributional Regression David Rügamer Chris Kolb Cornelius Fritz Florian Pfisterer Philipp Kopper ... Dominik Thalmeier Philipp F. M. Baumann Lucas Kook Nadja Klein Christian L. Müller BDL 13 19 0 06 Apr 2021
All You Need is a Good Functional Prior for Bayesian Deep Learning Ba-Hien Tran Simone Rossi Dimitrios Milios Maurizio Filippone OOD BDL 25 56 0 25 Nov 2020
Bayesian Deep Learning via Subnetwork Inference Erik A. Daxberger Eric T. Nalisnick J. Allingham Javier Antorán José Miguel Hernández-Lobato UQCV BDL 25 83 0 28 Oct 2020
BayesAdapter: Being Bayesian, Inexpensively and Reliably, via Bayesian Fine-tuning Zhijie Deng Jun Zhu BDL 23 9 0 05 Oct 2020
Probabilistic Spatial Transformer Networks Pola Schwobel Frederik Warburg Martin Jørgensen Kristoffer Hougaard Madsen Søren Hauberg 29 8 0 07 Apr 2020
Fast Predictive Uncertainty for Classification with Bayesian Deep Networks Marius Hobbhahn Agustinus Kristiadi Philipp Hennig BDL UQCV 76 31 0 02 Mar 2020
Semi-Structured Distributional Regression -- Extending Structured Additive Models by Arbitrary Deep Neural Networks and Data Modalities David Rügamer Chris Kolb Nadja Klein 10 22 0 13 Feb 2020
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism M. Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 245 1,821 0 17 Sep 2019
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,661 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,138 0 06 Jun 2015