cs.LG, stat.AP, stat.ML

Singular Bayesian Neural Networks

arXiv:2602.00387v3 Announce Type: replace-cross
Abstract: Bayesian neural networks promise calibrated uncertainty but require $O(mn)$ parameters for standard mean-field Gaussian posteriors. We argue this cost is often unnecessary, particularly when we…