On the Brittleness of Bayesian Inference

28 August 2013

Papers citing "On the Brittleness of Bayesian Inference"

16 / 16 papers shown

Title
Multiclass classification utilising an estimated algorithmic probability prior K. Dingle Pau Batlle H. Owhadi 24 4 0 14 Dec 2022
On the Sensitivity of Reward Inference to Misspecified Human Models Joey Hong Kush S. Bhatia Anca Dragan 19 24 0 09 Dec 2022
Robust Expected Information Gain for Optimal Bayesian Experimental Design Using Ambiguity Sets Jinwook Go T. Isaac 21 10 0 20 May 2022
Probabilistic learning constrained by realizations using a weak formulation of Fourier transform of probability measures Christian Soize 13 5 0 06 May 2022
Bayesian inference in Epidemics: linear noise analysis S. Bronstein Stefan Engblom R. Marin 21 0 0 21 Mar 2022
Probabilistic learning inference of boundary value problem with uncertainties based on Kullback-Leibler divergence under implicit constraints Christian Soize 22 5 0 10 Feb 2022
The mathematics of adversarial attacks in AI -- Why deep learning is unstable despite the existence of stable neural networks Alexander Bastounis A. Hansen Verner Vlacic AAML OOD 32 28 0 13 Sep 2021
More Data Can Expand the Generalization Gap Between Adversarially Robust and Standard Models Lin Chen Yifei Min Mingrui Zhang Amin Karbasi OOD 35 64 0 11 Feb 2020
Explainable Artificial Intelligence (XAI) for 6G: Improving Trust between Human and Machine Weisi Guo 30 40 0 11 Nov 2019
What can be estimated? Identifiability, estimability, causal inference and ill-posed inverse problems Oliver J. Maclaren R. Nicholson 23 32 0 04 Apr 2019
Kernel Flows: from learning kernels from data into the abyss H. Owhadi G. Yoo 18 88 0 13 Aug 2018
Bayesian Probabilistic Numerical Methods Jon Cockayne Chris J. Oates T. Sullivan Mark Girolami 19 164 0 13 Feb 2017
Gamblets for opening the complexity-bottleneck of implicit schemes for hyperbolic and parabolic ODEs/PDEs with rough coefficients H. Owhadi Lei Zhang AI4CE 18 69 0 24 Jun 2016
Towards Machine Wald H. Owhadi C. Scovel TPM 22 42 0 10 Aug 2015
Qualitative Robustness in Bayesian Inference H. Owhadi C. Scovel 45 26 0 14 Nov 2014
Gaussian Approximation of General Nonparametric Posterior Distributions Zuofeng Shang Guang Cheng 31 4 0 13 Nov 2014