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Provable Accelerated Bayesian Optimization with Knowledge Transfer

stat.ML · 2025-11-05 · unverdicted · novelty 7.0

DeltaBO achieves a regret bound of order O(sqrt(T (T/N + gamma_delta))) for Bayesian optimization with knowledge transfer by modeling uncertainty on the difference function delta between source and target tasks.

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  • Provable Accelerated Bayesian Optimization with Knowledge Transfer stat.ML · 2025-11-05 · unverdicted · none · ref 13

    DeltaBO achieves a regret bound of order O(sqrt(T (T/N + gamma_delta))) for Bayesian optimization with knowledge transfer by modeling uncertainty on the difference function delta between source and target tasks.