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Challenges and Opportunities in Offline Reinforcement Learning from Visual Observations



Cong Lu , Philip J. Ball , Tim G. J. Rudner , Jack Parker-Holder , Michael A. Osborne , Yee Whye Teh


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Fast Bayesian Inference with Batch Bayesian Quadrature via Kernel Recombination



Masaki Adachi , Satoshi Hayakawa , Martin Jørgensen , Harald Oberhauser , Michael A. Osborne

* 28 pages, 4 figures 

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Robust Multi-Objective Bayesian Optimization Under Input Noise



Samuel Daulton , Sait Cakmak , Maximilian Balandat , Michael A. Osborne , Enlu Zhou , Eytan Bakshy

* 41 pages. Code is available at https://github.com/facebookresearch/robust_mobo 

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Adversarial Attacks on Graph Classification via Bayesian Optimisation



Xingchen Wan , Henry Kenlay , Binxin Ru , Arno Blaas , Michael A. Osborne , Xiaowen Dong

* NeurIPS 2021. 11 pages, 8 figures, 2 tables (24 pages, 17 figures, 8 tables including references and appendices) 

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Gaussian Process Sampling and Optimization with Approximate Upper and Lower Bounds



Vu Nguyen , Marc Peter Deisenroth , Michael A. Osborne

* 19 pages 

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Revisiting Design Choices in Model-Based Offline Reinforcement Learning



Cong Lu , Philip J. Ball , Jack Parker-Holder , Michael A. Osborne , Stephen J. Roberts

* Spotlight @ RL4RealLife Workshop ICML2021 

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Universal Approximation of Functions on Sets



Edward Wagstaff , Fabian B. Fuchs , Martin Engelcke , Michael A. Osborne , Ingmar Posner

* 54 pages, 13 figures 

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Marginalising over Stationary Kernels with Bayesian Quadrature



Saad Hamid , Sebastian Schulze , Michael A. Osborne , Stephen J. Roberts


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Think Global and Act Local: Bayesian Optimisation over High-Dimensional Categorical and Mixed Search Spaces



Xingchen Wan , Vu Nguyen , Huong Ha , Binxin Ru , Cong Lu , Michael A. Osborne

* 9 page, 6 figures (26 pages, 13 figures, 2 tables including references and appendices) 

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Gaussian Process Bandit Optimization of the Thermodynamic Variational Objective



Vu Nguyen , Vaden Masrani , Rob Brekelmans , Michael A. Osborne , Frank Wood

* NeurIPS 2020 

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