Knoblauch, Jeremias

14 publications

AISTATS 2025 Prediction-Centric Uncertainty Quantification via MMD Zheyang Shen, Jeremias Knoblauch, Samuel Power, Chris J. Oates

ICML 2025 Robust and Conjugate Spatio-Temporal Gaussian Processes William Laplante, Matias Altamirano, Andrew B. Duncan, Jeremias Knoblauch, Francois-Xavier Briol

ICML 2024 Outlier-Robust Kalman Filtering Through Generalised Bayes Gerardo Duran-Martin, Matias Altamirano, Alex Shestopaloff, Leandro Sánchez-Betancourt, Jeremias Knoblauch, Matt Jones, Francois-Xavier Briol, Kevin Patrick Murphy

ICML 2024 Robust and Conjugate Gaussian Process Regression Matias Altamirano, Francois-Xavier Briol, Jeremias Knoblauch

NeurIPS 2023 A Rigorous Link Between Deep Ensembles and (Variational) Bayesian Methods Veit David Wild, Sahra Ghalebikesabi, Dino Sejdinovic, Jeremias Knoblauch

ICML 2023 Robust and Scalable Bayesian Online Changepoint Detection Matias Altamirano, Francois-Xavier Briol, Jeremias Knoblauch

ICMLW 2023 Robust and Scalable Bayesian Online Changepoint Detection Matias Altamirano, Francois-Xavier Briol, Jeremias Knoblauch

AISTATS 2022 Robust Bayesian Inference for Simulator-Based Models via the MMD Posterior Bootstrap Charita Dellaporta, Jeremias Knoblauch, Theodoros Damoulas, Francois-Xavier Briol

ALT 2022 Adversarial Interpretation of Bayesian Inference Hisham Husain, Jeremias Knoblauch

JMLR 2022 An Optimization-Centric View on Bayes' Rule: Reviewing and Generalizing Variational Inference Jeremias Knoblauch, Jack Jewson, Theodoros Damoulas

AISTATS 2021 Transforming Gaussian Processes with Normalizing Flows Juan Maroñas, Oliver Hamelijnck, Jeremias Knoblauch, Theodoros Damoulas

ICML 2020 Optimal Continual Learning Has Perfect Memory and Is NP-Hard Jeremias Knoblauch, Hisham Husain, Tom Diethe

NeurIPS 2018 Doubly Robust Bayesian Inference for Non-Stationary Streaming Data with $\beta$-Divergences Jeremias Knoblauch, Jack E Jewson, Theodoros Damoulas

ICML 2018 Spatio-Temporal Bayesian On-Line Changepoint Detection with Model Selection Jeremias Knoblauch, Theodoros Damoulas