2 papers
q-bio.NC2026
Determinants of hyperparameter robustness in connectome reservoir computing
Miles Walter Churchland, Raul de Palma Aristides, Jordi Garcia-Ojalvo +3
Reservoir computing provides a controlled setting for studying how recurrent network architectureshapes computation: input signals are projected into a high-dimensional state space…
cs.NE2025
Reinforcement learning in densely recurrent biological networks
Miles Walter Churchland, Jordi Garcia-Ojalvo
Training highly recurrent networks in continuous action spaces is a technical challenge: gradient-based methods suffer from exploding or vanishing gradients, while purely evolution…