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cond-mat.dis-nn2026
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…
cond-mat.dis-nn2021
Optimal input representation in neural systems at the edge of chaos
Guillermo B. Morales, Miguel A. Muñoz
Shedding light onto how biological systems represent, process and store information in noisy environments is a key and challenging goal. A stimulating, though controversial, hypoth…