cs.AI, cs.LG, hep-th, math.OC

Sven: Singular Value Descent as a Computationally Efficient Natural Gradient Method

arXiv:2604.01279v1 Announce Type: new
Abstract: We introduce Sven (Singular Value dEsceNt), a new optimization algorithm for neural networks that exploits the natural decomposition of loss functions into a sum over individual data points, rather than …