2026
Bayesian Influence Functions for Hessian-Free Data Attribution
ICLR 2026poster
Classical influence functions face significant challenges when applied to deep neural networks, primarily due to non-invertible Hessians and high-dimensional parameter spaces. We propose the local Bayesian influence function (BIF), an extension of classical influence functions that replaces Hessian…