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Deep Adaptive Dimension Reduction for Bayesian Inference in Inverse Problems

arXiv:2605.29373v2 Announce Type: replace Abstract: Solving high-dimensional PDE-governed inverse problems is often challenging due to complex non-Gaussian posterior distributions, expensive forward model evaluations, and misspecified prior information. To address these issues, we propose a deep adaptive dimension-reduction Bayesian inference framework based on the Variational Flow (VF) model. Since standard normalizing flows are restricted by bijective mappings and cannot directly reduce...

arXiv CS 9d ago

Betfair ‘failed to adequately protect’ gambler who took own life after losing thousands, court told

Betfair ‘failed to adequately protect’ gambler who took own life after losing thousands, court told Luke Ashton was 40 when he died in April 2021 after losing around £5,500 the previous month over the course of about 1,000 bets - Bookmark Betfair “to adequately protect” a man who took his own life after losing thousands of pounds through gambling, the High Court has been told. Luke Ashton died aged 40 in April 2021 after losing around £5,500 the previous month over the course of about 1,000...

The Independent UK 6d ago