Skip to content

Michael A. Osborne

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

40

Venues

9

Active years

2009–2025

Best venue rank

A*

Where they publish

Papers

40 indexed papers, newest first.

YearVenueTitleAuthors
2025AISTATSLearning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes.Csaba Tth, Masaki Adachi, Michael A. Osborne, Harald Oberhauser
2025AISTATSTime-varying Gaussian Process Bandits with Unknown Prior.Juliusz Ziomek, Masaki Adachi, Michael A. Osborne
2024AISTATSAdaptive Batch Sizes for Active Learning: A Probabilistic Numerics Approach.Masaki Adachi, Satoshi Hayakawa, Martin Jrgensen, Xingchen Wan, Vu Nguyen, Harald Oberhauser, Michael A. Osborne
2024AISTATSLooping in the Human: Collaborative and Explainable Bayesian Optimization.Masaki Adachi, Brady Planden, David A. Howey, Michael A. Osborne, Sebastian Orbell, Natalia Ares, Krikamol Muandet, Siu Lun Chau
2024ICMLPosition: Bayesian Deep Learning is Needed in the Age of Large-Scale AI.Theodore Papamarkou, Maria Skoularidou, Konstantina Palla, Laurence Aitchison, Julyan Arbel, David B. Dunson, Maurizio Filippone, Vincent Fortuin, Philipp Hennig, Jos Miguel Hernndez-Lobato, Aliaksandr Hubin, Alexander Immer, Theofanis Karaletsos, Mohammad Emtiyaz Khan, Agustinus Kristiadi, Yingzhen Li, Stephan Mandt, Christopher Nemeth, Michael A. Osborne, Tim G. J. Rudner, David Rgamer, Yee Whye Teh, Max Welling, Andrew Gordon Wilson, Ruqi Zhang
2024UAIWalking the Values in Bayesian Inverse Reinforcement Learning.Ondrej Bajgar, Alessandro Abate, Konstantinos Gatsis, Michael A. Osborne
2022AISTATSMarginalising over Stationary Kernels with Bayesian Quadrature.Saad Hamid, Sebastian Schulze, Michael A. Osborne, Stephen J. Roberts
2022ICLRRevisiting Design Choices in Offline Model Based Reinforcement Learning.Cong Lu, Philip J. Ball, Jack Parker-Holder, Michael A. Osborne, Stephen J. Roberts
2022ICMLRobust Multi-Objective Bayesian Optimization Under Input Noise.Samuel Daulton, Sait Cakmak, Maximilian Balandat, Michael A. Osborne, Enlu Zhou, Eytan Bakshy
2021ICLRInterpretable Neural Architecture Search via Bayesian Optimisation with Weisfeiler-Lehman Kernels.Bin Xin Ru, Xingchen Wan, Xiaowen Dong, Michael A. Osborne
2021ICMLOptimal Transport Kernels for Sequential and Parallel Neural Architecture Search.Vu Nguyen, Tam Le, Makoto Yamada, Michael A. Osborne
2021ICMLThink Global and Act Local: Bayesian Optimisation over High-Dimensional Categorical and Mixed Search Spaces.Xingchen Wan, Vu Nguyen, Huong Ha, Bin Xin Ru, Cong Lu, Michael A. Osborne
2020AAAIODIN: ODE-Informed Regression for Parameter and State Inference in Time-Continuous Dynamical Systems.Philippe Wenk, Gabriele Abbati, Michael A. Osborne, Bernhard Schlkopf, Andreas Krause, Stefan Bauer
2020AISTATSRadial Bayesian Neural Networks: Beyond Discrete Support In Large-Scale Bayesian Deep Learning.Sebastian Farquhar, Michael A. Osborne, Yarin Gal
2020ICMLKnowing The What But Not The Where in Bayesian Optimization.Vu Nguyen, Michael A. Osborne
2020ICMLBayesian Optimisation over Multiple Continuous and Categorical Inputs.Bin Xin Ru, Ahsan S. Alvi, Vu Nguyen, Michael A. Osborne, Stephen J. Roberts
2019AIESInferring Work Task Automatability from AI Expert Evidence.Paul Duckworth, Logan Graham, Michael A. Osborne
2019ICMLAReS and MaRS Adversarial and MMD-Minimizing Regression for SDEs.Gabriele Abbati, Philippe Wenk, Michael A. Osborne, Andreas Krause, Bernhard Schlkopf, Stefan Bauer
2019ICMLAsynchronous Batch Bayesian Optimisation with Improved Local Penalisation.Ahsan S. Alvi, Bin Xin Ru, Jan-Peter Calliess, Stephen J. Roberts, Michael A. Osborne
2019ICMLAutomated Model Selection with Bayesian Quadrature.Henry Chai, Jean-Francois Ton, Michael A. Osborne, Roman Garnett
2019ICMLFingerprint Policy Optimisation for Robust Reinforcement Learning.Supratik Paul, Michael A. Osborne, Shimon Whiteson
2019ICMLOn the Limitations of Representing Functions on Sets.Edward Wagstaff, Fabian Fuchs, Martin Engelcke, Ingmar Posner, Michael A. Osborne
2018AAAIAlternating Optimisation and Quadrature for Robust Control.Supratik Paul, Konstantinos I. Chatzilygeroudis, Kamil Ciosek, Jean-Baptiste Mouret, Michael A. Osborne, Shimon Whiteson
2018AISTATSAdaGeo: Adaptive Geometric Learning for Optimization and Sampling.Gabriele Abbati, Alessandra Tosi, Michael A. Osborne, Seth R. Flaxman
2018ICMLOptimization, Fast and Slow: Optimally Switching between Local and Bayesian Optimization.Mark McLeod, Stephen J. Roberts, Michael A. Osborne
2018ICMLFast Information-theoretic Bayesian Optimisation.Bin Xin Ru, Mark McLeod, Diego Granziol, Michael A. Osborne
2018UAIImproved Stochastic Trace Estimation using Mutually Unbiased Bases.Jack K. Fitzsimons, Michael A. Osborne, Stephen J. Roberts, Joseph Francis Fitzsimons
2017AIMEBayesian Gaussian Process Classification from Event-Related Brain Potentials in Alzheimer's Disease.Wolfgang Fruehwirt, Pengfei Zhang, Matthias Gerstgrasser, Dieter Grossegger, Reinhold Schmidt, Thomas Benke, Peter Dal-Bianco, Gerhard Ransmayr, Leonard Weydemann, Heinrich Garn, Markus Waser, Michael A. Osborne, Georg Dorffner
2017AISTATSDistribution of Gaussian Process Arc Lengths.Justin Bewsher, Alessandra Tosi, Michael A. Osborne, Stephen J. Roberts
2017UAIBayesian Inference of Log Determinants.Jack K. Fitzsimons, Kurt Cutajar, Maurizio Filippone, Michael A. Osborne, Stephen J. Roberts
2016AISTATSGLASSES: Relieving The Myopia Of Bayesian Optimisation.Javier Gonzlez, Michael A. Osborne, Neil D. Lawrence
2016AISTATSLatent Point Process Allocation.Chris M. Lloyd, Tom Gunter, Michael A. Osborne, Stephen J. Roberts, Tom Nickson
2016ICMLPreconditioning Kernel Matrices.Kurt Cutajar, Michael A. Osborne, John P. Cunningham, Maurizio Filippone
2015ICMLVariational Inference for Gaussian Process Modulated Poisson Processes.Chris M. Lloyd, Tom Gunter, Michael A. Osborne, Stephen J. Roberts
2014UAIActive Learning of Linear Embeddings for Gaussian Processes.Roman Garnett, Michael A. Osborne, Philipp Hennig
2014UAIEfficient Bayesian Nonparametric Modelling of Structured Point Processes.Tom Gunter, Chris M. Lloyd, Michael A. Osborne, Stephen J. Roberts
2013IUIRecommending energy tariffs and load shifting based on smart household usage profiling.Joel E. Fischer, Sarvapali D. Ramchurn, Michael A. Osborne, Oliver Parson, Trung Dong Huynh, Muddasser Alam, Nadia Pantidi, Stuart Moran, Khaled Bachour, Steven Reece, Enrico Costanza, Tom Rodden, Nicholas R. Jennings
2012AAAIPrediction and Fault Detection of Environmental Signals with Uncharacterised Faults.Michael A. Osborne, Roman Garnett, Kevin Swersky, Nando de Freitas
2010AINAActive Data Selection for Sensor Networks with Faults and Changepoints.Michael A. Osborne, Roman Garnett, Stephen J. Roberts
2009ICMLSequential Bayesian prediction in the presence of changepoints.Roman Garnett, Michael A. Osborne, Stephen J. Roberts