Challenges in Markov chain Monte Carlo for Bayesian neural networks

Challenges in Markov chain Monte Carlo for Bayesian neural networks

15 October 2019

Theodore Papamarkou

Jacob D. Hinkle

Papers citing "Challenges in Markov chain Monte Carlo for Bayesian neural networks"

12 / 12 papers shown

Title
Bayesian Computation in Deep Learning Wenlong Chen Bolian Li Ruqi Zhang Yingzhen Li BDL 75 0 0 25 Feb 2025
Predictive Modeling and Uncertainty Quantification of Fatigue Life in Metal Alloys using Machine Learning Jiang Chang Deekshith Basvoju Aleksandar Vakanski Indrajit Charit Min Xian AI4CE 34 0 0 28 Jan 2025
Sampling from Bayesian Neural Network Posteriors with Symmetric Minibatch Splitting Langevin Dynamics Daniel Paulin P. Whalley Neil K. Chada B. Leimkuhler BDL 49 4 0 14 Oct 2024
Neural Mixed Effects for Nonlinear Personalized Predictions T. Wörtwein Nicholas B. Allen Lisa B. Sheeber Randy P. Auerbach J. Cohn Louis-Philippe Morency 18 7 0 13 Jun 2023
Randomized prior wavelet neural operator for uncertainty quantification Shailesh Garg S. Chakraborty UQCV BDL 15 1 0 02 Feb 2023
An Ensemble-Based Deep Framework for Estimating Thermo-Chemical State Variables from Flamelet Generated Manifolds A. Salunkhe G. Georgalis A. Patra V. Chandola 6 1 0 25 Nov 2022
Introduction and Exemplars of Uncertainty Decomposition Shuo Chen UD UQCV PER 30 0 0 17 Nov 2022
A Comprehensive Review of Digital Twin -- Part 2: Roles of Uncertainty Quantification and Optimization, a Battery Digital Twin, and Perspectives Adam Thelen Xiaoge Zhang Olga Fink Yan Lu Sayan Ghosh B. Youn Michael D. Todd S. Mahadevan Chao Hu Zhen Hu 25 86 0 27 Aug 2022
Uncertainty-Aware Mixed-Variable Machine Learning for Materials Design Hengrui Zhang WeiWayneChen Akshay Iyer D. Apley Wei Chen AI4CE 31 11 0 11 Jul 2022
No Free Lunch for Approximate MCMC J. Johndrow Natesh S. Pillai Aaron Smith 64 18 0 23 Oct 2020
Accelerated Parallel Non-conjugate Sampling for Bayesian Non-parametric Models M. Zhang Sinead Williamson Fernando Perez-Cruz 26 1 0 19 May 2017
A Kernel Test of Goodness of Fit Kacper P. Chwialkowski Heiko Strathmann A. Gretton BDL 107 324 0 09 Feb 2016