11 citations · 11 across the 7 of their papers we have counts for
7 papers
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…
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…
Structural determinants of soft memory in recurrent biological networks
Maria Sol Vidal-Saez, Jordi Garcia-Ojalvo
Recurrent neural networks are frequently studied in terms of their information-processing capabilities. The structural properties of these networks are seldom considered, beyond th…
From chimeras to extensive chaos in networks of heterogeneous Kuramoto oscillator populations
Pol Floriach, Jordi Garcia-Ojalvo, Pau Clusella
Populations of coupled oscillators can exhibit a wide range of complex dynamical behavior, from complete synchronization to chimera and chaotic states. We can thus expect complex d…
Biological computation through recurrence
Maria Sol Vidal-Saez, Oscar Vilarroya, Jordi Garcia-Ojalvo
One of the defining features of living systems is their adaptability to changing environmental conditions. This requires organisms to extract temporal and spatial features of their…
A multiscale sensorimotor model of experience-dependent behavior in a minimal organism
Maria Sol Vidal-Saez, Oscar Vilarroya, Jordi Garcia-Ojalvo
To survive in ever-changing environments, living organisms need to continuously combine the ongoing external inputs they receive, representing present conditions, with their dynami…
Consistency of heterogeneous synchronization patterns in complex weighted networks
Daniel Malagarriga, Alessandro E. P. Villa, Jordi García-Ojalvo +1
We show that subsets of interacting oscillators may synchronize in different ways within a single network. This diversity of synchronization patterns is promoted by increasing the…