2 citations · 2 across the 4 of their papers we have counts for
4 papers
Driven criticality links universal computation and optimal representations
Adrián Roig, Miguel A. Muñoz, Guillermo B. Morales
Near-critical dynamics are often linked to enhanced computation, but the underlying mechanism remains unclear. We address this question in reservoir computing, where a fixed recurr…
Microbiome association diversity reflects proximity to the edge of instability
Rubén Calvo, Adrián Roig, Roberto Corral López +3
Recent advances in metagenomics have revealed macroecological patterns or "laws" describing robust statistical regularities across microbial communities. Stochastic logistic models…
Ergodicity Breaking and High-Dimensional Chaos in Random Recurrent Networks
Carles Martorell, Rubén Calvo, Adrián Roig +2
The neural model introduced by Sompolinsky, Crisanti, and Sommers (SCS) nearly four decades ago has become a paradigmatic framework for studying complex dynamics in random recurren…
Robust Scaling in Human Brain Dynamics Despite Latent Variables and Limited Sampling Distortions
Rubén Calvo, Carles Martorell, Adrián Roig +1
The idea that information-processing systems operate near criticality to enhance computational performance is supported by scaling signatures in brain activity. However, external s…