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Colin N. Jones

Principled Bayesian Optimisation in Collaboration with Human Experts

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Oct 14, 2024
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Principled Preferential Bayesian Optimization

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Feb 08, 2024
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Stable Linear Subspace Identification: A Machine Learning Approach

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Nov 20, 2023
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Multi-Agent Bayesian Optimization with Coupled Black-Box and Affine Constraints

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Oct 02, 2023
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Bayesian Optimization of Expensive Nested Grey-Box Functions

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Jun 08, 2023
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Primal-Dual Contextual Bayesian Optimization for Control System Online Optimization with Time-Average Constraints

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Apr 12, 2023
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Efficient Reinforcement Learning (ERL): Targeted Exploration Through Action Saturation

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Nov 30, 2022
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CONFIG: Constrained Efficient Global Optimization for Closed-Loop Control System Optimization with Unmodeled Constraints

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Nov 21, 2022
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Physically Consistent Neural ODEs for Learning Multi-Physics Systems

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Nov 11, 2022
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Lower Bounds on the Worst-Case Complexity of Efficient Global Optimization

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Sep 20, 2022
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