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James U Allingham

2 papers · 2021–2022 · 1 venue · across top CS/AI venues

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Venues

ICML (2)

Top co-authors

Erik Daxberger (2) José Miguel Hernández-Lobato (2) Javier Antoran (2) Eric Nalisnick (2) Riccardo Rb Barbano (1) David Janz (1)

Research topics

Machine Learning (2) Optimization & Theory · Machine Learning (2) Artificial Intelligence (1) Deep Learning (1) Architectures (1) Bayesian & Probabilistic · Machine Learning (1) Bayesian & Probabilistic · Artificial Intelligence (1) Models (1) Optimization & Theory · Deep Learning (1)

Keywords

bayesian deep learning (2) model uncertainty (1) laplace approximation (1) posterior approximation (1) model evidence (1) normalization layer (1) predictive uncertainty (1) hyperparameter selection (1) subnetwork inference (1) linearized laplace approximation (1) uncertainty quantification (1) linearised laplace (1)

Papers

Adapting the Linearised Laplace Model Evidence for Modern Deep Learning ICML 2022 Bayesian Deep Learning via Subnetwork Inference ICML 2021