# Deep regularization and direct training of the inner layers of Neural Networks with Kernel Flows

> Research article (Physica D Nonlinear Phenomena, 2021) · cited 22× · AI/ML

**Wikidata**: [openalex:W3007786121](https://www.wikidata.org/wiki/openalex:W3007786121)  
**Source**: https://4ort.xyz/entity/deep-regularization-and-direct-training-of-the-inner-layers-of-neural-networks-with-kernel-flows