B3O generates large batches by sampling from the acquisition function's Boltzmann distribution, claiming negligible extra regret and better performance than prior batch BO methods on benchmarks and applied tasks.
Advanced monte carlo for acquisition sampling in bayesian optimization.Entropy, 27(1):58, 2025
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B3O: Scalable Boltzmann Batch Bayesian Optimization
B3O generates large batches by sampling from the acquisition function's Boltzmann distribution, claiming negligible extra regret and better performance than prior batch BO methods on benchmarks and applied tasks.