2 papers
cs.LG2026
B3O: Scalable Boltzmann Batch Bayesian Optimization
Maximilian Bloor, Liyuan Xu, Hrvoje Stojic +1
Modern engineering workflows increasingly rely on massive parallel simulation, driving the need for scalable, large-batch Bayesian Optimization (BO). Existing batch BO methods, how…
cs.LG2025
Omnipresent Yet Overlooked: Heat Kernels in Combinatorial Bayesian Optimization
Colin Doumont, Victor Picheny, Viacheslav Borovitskiy +1
Bayesian Optimization (BO) has the potential to solve various combinatorial tasks, ranging from materials science to neural architecture search. However, BO requires specialized ke…