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D. Li

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Preprint Aug 2026

Robust Surrogate-Based Bayesian Inference via Sampling-Based Adaptive Active Learning (SALE)

This work characterise the annealed objective's stability--bias trade-off through perturbation and Bayesian regret bounds, derive explicit budget-dependent expected total-variation control for the ideal EP-weighted UR, and establish an expected total-variation rate for the implemented proxy.

D. Li · 0 citations