Evaluating High-Order Predictive Distributions in Deep Learning

Evaluating High-Order Predictive Distributions in Deep Learning

28 February 2022

Vikranth Dwaracherla

Benjamin Van Roy

Papers citing "Evaluating High-Order Predictive Distributions in Deep Learning"

11 / 11 papers shown

Title
Making Better Use of Unlabelled Data in Bayesian Active Learning Freddie Bickford-Smith Adam Foster Tom Rainforth 36 3 0 26 Apr 2024
Efficient Exploration for LLMs Vikranth Dwaracherla S. Asghari Botao Hao Benjamin Van Roy LLMAG 15 20 0 01 Feb 2024
Fine-Tuning Language Models via Epistemic Neural Networks Ian Osband S. Asghari Benjamin Van Roy Nat McAleese John Aslanides G. Irving UQLM 31 16 0 03 Nov 2022
Sampling-based inference for large linear models, with application to linearised Laplace Javier Antorán Shreyas Padhy Riccardo Barbano Eric T. Nalisnick David Janz José Miguel Hernández-Lobato BDL 27 17 0 10 Oct 2022
Robustness of Epinets against Distributional Shifts Xiuyuan Lu Ian Osband S. Asghari Sven Gowal Vikranth Dwaracherla Zheng Wen Benjamin Van Roy UQCV OOD 16 0 0 01 Jul 2022
Ensembles for Uncertainty Estimation: Benefits of Prior Functions and Bootstrapping Vikranth Dwaracherla Zheng Wen Ian Osband Xiuyuan Lu S. Asghari Benjamin Van Roy UQCV 24 17 0 08 Jun 2022
Marginal and Joint Cross-Entropies & Predictives for Online Bayesian Inference, Active Learning, and Active Sampling Andreas Kirsch Jannik Kossen Y. Gal UQCV BDL 52 3 0 18 May 2022
The Neural Testbed: Evaluating Joint Predictions Ian Osband Zheng Wen S. Asghari Vikranth Dwaracherla Botao Hao M. Ibrahimi Dieterich Lawson Xiuyuan Lu Brendan O'Donoghue Benjamin Van Roy UQCV 29 21 0 09 Oct 2021
Epistemic Neural Networks Ian Osband Zheng Wen M. Asghari Vikranth Dwaracherla M. Ibrahimi Xiyuan Lu Benjamin Van Roy UQCV BDL 30 97 0 19 Jul 2021
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