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Multi-objective multi-fidelity Bayesian optimization with causal priors.arXiv preprint arXiv:2602.00788, 2026

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Transferring Information Across Interventions in Causal Bayesian Optimization

cs.AI · 2026-05-31 · unverdicted · novelty 7.0

Graph-coupled causal Bayesian optimization couples intervention effects via shared causal parameters to produce a low-rank causal kernel, logarithmic information-gain bounds, and a regret bound separating optimization, estimation, and intervention-choice errors in linear Gaussian models.

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  • Transferring Information Across Interventions in Causal Bayesian Optimization cs.AI · 2026-05-31 · unverdicted · none · ref 17

    Graph-coupled causal Bayesian optimization couples intervention effects via shared causal parameters to produce a low-rank causal kernel, logarithmic information-gain bounds, and a regret bound separating optimization, estimation, and intervention-choice errors in linear Gaussian models.