Alert button
Picture for Michael A. Osborne

Michael A. Osborne

Alert button

Beyond Lengthscales: No-regret Bayesian Optimisation With Unknown Hyperparameters Of Any Type

Feb 13, 2024
Juliusz Ziomek, Masaki Adachi, Michael A. Osborne

Viaarxiv icon

Position Paper: Bayesian Deep Learning in the Age of Large-Scale AI

Feb 06, 2024
Theodore Papamarkou, Maria Skoularidou, Konstantina Palla, Laurence Aitchison, Julyan Arbel, David Dunson, Maurizio Filippone, Vincent Fortuin, Philipp Hennig, Jose Miguel Hernandez 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 Rügamer, Yee Whye Teh, Max Welling, Andrew Gordon Wilson, Ruqi Zhang

Viaarxiv icon

Looping in the Human: Collaborative and Explainable Bayesian Optimization

Nov 06, 2023
Masaki Adachi, Brady Planden, David A. Howey, Krikamol Muandet, Michael A. Osborne, Siu Lun Chau

Viaarxiv icon

Domain-Agnostic Batch Bayesian Optimization with Diverse Constraints via Bayesian Quadrature

Jun 09, 2023
Masaki Adachi, Satoshi Hayakawa, Xingchen Wan, Martin Jørgensen, Harald Oberhauser, Michael A. Osborne

Figure 1 for Domain-Agnostic Batch Bayesian Optimization with Diverse Constraints via Bayesian Quadrature
Figure 2 for Domain-Agnostic Batch Bayesian Optimization with Diverse Constraints via Bayesian Quadrature
Figure 3 for Domain-Agnostic Batch Bayesian Optimization with Diverse Constraints via Bayesian Quadrature
Figure 4 for Domain-Agnostic Batch Bayesian Optimization with Diverse Constraints via Bayesian Quadrature
Viaarxiv icon

Bayesian Optimisation of Functions on Graphs

Jun 08, 2023
Xingchen Wan, Pierre Osselin, Henry Kenlay, Binxin Ru, Michael A. Osborne, Xiaowen Dong

Figure 1 for Bayesian Optimisation of Functions on Graphs
Figure 2 for Bayesian Optimisation of Functions on Graphs
Figure 3 for Bayesian Optimisation of Functions on Graphs
Figure 4 for Bayesian Optimisation of Functions on Graphs
Viaarxiv icon

On Pathologies in KL-Regularized Reinforcement Learning from Expert Demonstrations

Dec 28, 2022
Tim G. J. Rudner, Cong Lu, Michael A. Osborne, Yarin Gal, Yee Whye Teh

Figure 1 for On Pathologies in KL-Regularized Reinforcement Learning from Expert Demonstrations
Figure 2 for On Pathologies in KL-Regularized Reinforcement Learning from Expert Demonstrations
Figure 3 for On Pathologies in KL-Regularized Reinforcement Learning from Expert Demonstrations
Figure 4 for On Pathologies in KL-Regularized Reinforcement Learning from Expert Demonstrations
Viaarxiv icon

Bayesian Model Selection of Lithium-Ion Battery Models via Bayesian Quadrature

Nov 13, 2022
Masaki Adachi, Yannick Kuhn, Birger Horstmann, Arnulf Latz, Michael A. Osborne, David A. Howey

Figure 1 for Bayesian Model Selection of Lithium-Ion Battery Models via Bayesian Quadrature
Figure 2 for Bayesian Model Selection of Lithium-Ion Battery Models via Bayesian Quadrature
Figure 3 for Bayesian Model Selection of Lithium-Ion Battery Models via Bayesian Quadrature
Figure 4 for Bayesian Model Selection of Lithium-Ion Battery Models via Bayesian Quadrature
Viaarxiv icon