Towards Regret Guarantees for One-Step Lookahead Bayesian Optimization

arXiv:2606.00956 · cs.LG · Submitted 2026-05-31 · Read on arXiv

cs.LG

Submitted: 2026-05-31

Updated: 2026-10-07

Terminology

• Regret — 3× in this paper · explained in 3 episodes
• Bayesian Optimization — 2× in this paper · explained in 3 episodes
• Bayesian Optimization (BO) — 1× in this paper · explained in 3 episodes

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