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Preferential Bayesian optimization with crash feedback.IEEE Robotics and Automation Letters, 11(4):4299–4306, 2026

Johanna Menn, David Stenger, Sebastian Trimpe · 2026 · IEEE Robotics and Automation Letters · DOI 10.1109/lra.2026.3665446 · arXiv 2026.366544

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Local Preferential Bayesian Optimization

cs.LG · 2026-06-01 · unverdicted · novelty 7.0

Local PBO methods using trust-region and derivative-informed local search on Laplace-approximated GP posteriors reduce cumulative regret versus global baselines in high-dimensional benchmarks.

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  • Local Preferential Bayesian Optimization cs.LG · 2026-06-01 · unverdicted · none · ref 30

    Local PBO methods using trust-region and derivative-informed local search on Laplace-approximated GP posteriors reduce cumulative regret versus global baselines in high-dimensional benchmarks.