neural-networks

Heavy-tailed synaptic weights produce near-critical neural dynamics without fine-tuning. Kojima shows that Cauchy-distributed connections create automatic gain control — the network self-regulates, maintaining sensitivity near the critical point while suppressing runaway excitation. The trace mapping is heavy-tailed memory distributions as the microscopic origin of robust identity.