NeurIPS Poster "bayesian optimization" Papers

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Bayesian Optimization with Preference Exploration using a Monotonic Neural Network Ensemble

Hanyang Wang, Juergen Branke, Matthias Poloczek

NeurIPS 2025posterarXiv:2501.18792

Informed Initialization for Bayesian Optimization and Active Learning

Carl Hvarfner, David Eriksson, Eytan Bakshy et al.

NeurIPS 2025posterarXiv:2510.23681

Omnipresent Yet Overlooked: Heat Kernels in Combinatorial Bayesian Optimization

Colin Doumont, Victor Picheny, Viacheslav (Slava) Borovitskiy et al.

NeurIPS 2025posterarXiv:2510.26633