🚨New spotlight paper at Neurips 2025🚨 We show that in sign-diverse networks, inherent non-gradient “curl” terms arise, and can, depending on network architecture, destabilize gradient-descent solutions or paradoxically accelerate learning beyond pure gradient flow. 🧵⬇️ www.arxiv.org/abs/2510.02765