Roman Garnett

A Greedy Approximation for k-Determinantal Point Processes AISTATS 2024 A Visual Active Search Framework for Geospatial Exploration WACV 2024 Idiographic Personality Gaussian Process for Psychological Assessment NeurIPS 2024 A Multi-Task Gaussian Process Model for Inferring Time-Varying Treatment Effects in Panel Data AISTATS 2023 Nonmyopic Multiclass Active Search with Diminishing Returns for Diverse Discovery AISTATS 2023 The Behavior and Convergence of Local Bayesian Optimization NeurIPS 2023 Local Bayesian optimization via maximizing probability of descent NeurIPS 2022 Nonmyopic Multifidelity Acitve Search ICML 2021 Scarce Societal Resource Allocation and the Price of (Local) Justice AAAI 2021 BINOCULARS for efficient, nonmyopic sequential experimental design ICML 2020 Efficient Nonmyopic Bayesian Optimization via One-Shot Multi-Step Trees NeurIPS 2020 GPIRT: A Gaussian Process Model for Item Response Theory UAI 2020 Automated Model Selection with Bayesian Quadrature ICML 2019 Cost Effective Active Search NeurIPS 2019 D-VAE: A Variational Autoencoder for Directed Acyclic Graphs NeurIPS 2019 Improving Quadrature for Constrained Integrands AISTATS 2019 Automating Bayesian optimization with Bayesian optimization NeurIPS 2018 Efficient nonmyopic batch active search NeurIPS 2018 Discovering and Exploiting Additive Structure for Bayesian Optimization AISTATS 2017 Efficient Nonmyopic Active Search ICML 2017 BASC: Applying Bayesian Optimization to the Search for Global Minima on Potential Energy Surfaces ICML 2016 Bayesian optimization for automated model selection NeurIPS 2016 Bayesian optimization for automated model selection AutoML 2016 Active Pointillistic Pattern Search AISTATS 2015 Bayesian Active Model Selection with an Application to Automated Audiometry NeurIPS 2015 Differentially Private Bayesian Optimization ICML 2015 Finding Galaxies in the Shadows of Quasars with Gaussian Processes ICML 2015 Active Area Search via Bayesian Quadrature AISTATS 2014 Sampling for Inference in Probabilistic Models with Fast Bayesian Quadrature NeurIPS 2014 Coinciding Walk Kernels: Parallel Absorbing Random Walks for Learning with Graphs and Few Labels ACML 2013 Σ-Optimality for Active Learning on Gaussian Random Fields NeurIPS 2013 Active Learning of Model Evidence Using Bayesian Quadrature NeurIPS 2012 Bayesian Quadrature for Ratios AISTATS 2012