AINeutralarXiv – CS AI · 6h ago6/10
🧠
Von Neumann Networks
Researchers have developed Von Neumann Networks (VNNs), a novel neural network architecture inspired by John von Neumann's mid-20th century cellular automata model, demonstrating superior parameter efficiency and performance on basic tasks compared to traditional deep learning approaches. The framework extends neural operators through Green's functions on cellular topologies and proves computational universality, potentially opening new architectural paradigms for both software and hardware design.