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q-bio.NC2026
Adaptive self-organized criticality in deep neural networks
Simon Vock, Christian Meisel
Deep neural networks are high-dimensional dynamical systems whose function depends on the stable propagation of activity and perturbations across many layers. Maintaining suitable…
q-bio.NC2025★ 1 cited
Critical dynamics governs deep learning
Simon Vock, Christian Meisel
The rapid advances in artificial intelligence (AI) have largely been driven by scaling deep neural networks (DNNs) - increasing model size, data, and computational resources. Yet p…