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Syrine Belakaria

Active Learning for Derivative-Based Global Sensitivity Analysis with Gaussian Processes

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Jul 13, 2024
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Pareto Front-Diverse Batch Multi-Objective Bayesian Optimization

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Jun 13, 2024
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Preference-Aware Constrained Multi-Objective Bayesian Optimization

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Mar 23, 2023
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Bayesian Optimization Over Iterative Learners with Structured Responses: A Budget-aware Planning Approach

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Jun 25, 2022
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Uncertainty-Aware Search Framework for Multi-Objective Bayesian Optimization

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Apr 12, 2022
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Bayesian Optimization over Permutation Spaces

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Dec 02, 2021
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Output Space Entropy Search Framework for Multi-Objective Bayesian Optimization

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Nov 03, 2021
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Bayesian Optimization over Hybrid Spaces

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Jun 08, 2021
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Mercer Features for Efficient Combinatorial Bayesian Optimization

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Dec 14, 2020
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Optimizing Discrete Spaces via Expensive Evaluations: A Learning to Search Framework

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Dec 14, 2020
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