Jeremias Knoblauch

Matt Jones

Kevin Patrick Murphy

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Robust and Conjugate Gaussian Process Regression.

[BibT_eX]

[DOI]

Matías Altamirano

Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023

A Rigorous Link between Deep Ensembles and (Variational) Bayesian Methods.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Robust and Scalable Bayesian Online Changepoint Detection.

[BibT_eX]

[DOI]

Matías Altamirano

Proceedings of the International Conference on Machine Learning, 2023

2022

An Optimization-centric View on Bayes' Rule: Reviewing and Generalizing Variational Inference.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2022

Uncertainty-Aware Deep Learning Methods for Robust Diabetic Retinopathy Classification.

[BibT_eX]

[DOI]

IEEE Access, 2022

Adversarial Interpretation of Bayesian Inference.

[BibT_eX]

[DOI]

Hisham Husain

Proceedings of the International Conference on Algorithmic Learning Theory, 29 March, 2022

Robust Bayesian Inference for Simulator-based Models via the MMD Posterior Bootstrap.

[BibT_eX]

[DOI]

Charita Dellaporta

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022

2021

Optimization-centric generalizations of Bayesian inference.

[BibT_eX]

[DOI]

PhD thesis, 2021

Transforming Gaussian Processes With Normalizing Flows.

[BibT_eX]

[DOI]

Proceedings of the 24th International Conference on Artificial Intelligence and Statistics, 2021

2020

Robust Bayesian Inference for Discrete Outcomes with the Total Variation Distance.

[BibT_eX]

[DOI]

Lara Vomfell

CoRR, 2020

Optimal Continual Learning has Perfect Memory and is NP-hard.

[BibT_eX]

[DOI]

Hisham Husain

Tom Diethe

Proceedings of the 37th International Conference on Machine Learning, 2020

2019

Robust Deep Gaussian Processes.

[BibT_eX]

[DOI]

CoRR, 2019

Generalized Variational Inference.

[BibT_eX]

[DOI]

CoRR, 2019

2018

Doubly Robust Bayesian Inference for Non-Stationary Streaming Data with β-Divergences.

[BibT_eX]

[DOI]

CoRR, 2018

Doubly Robust Bayesian Inference for Non-Stationary Streaming Data with \beta-Divergences.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Spatio-temporal Bayesian On-line Changepoint Detection with Model Selection.

[BibT_eX]

[DOI]