Leaky integrator RNNs with adaptive time constants switch between four frequency bands using multiple mechanisms including subpopulation turnover, baseline shifts, and phase reorganization, with high frequencies dominated by short-time-constant neurons.
Proceedings of the National Academy of Sciences 122(3):e2316745122
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Multiple mechanisms of rhythm switching in recurrent neural networks with adaptive time constants
Leaky integrator RNNs with adaptive time constants switch between four frequency bands using multiple mechanisms including subpopulation turnover, baseline shifts, and phase reorganization, with high frequencies dominated by short-time-constant neurons.
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Modelling chronic stress as an excitatory-inhibitory perturbation in recurrent working-memory networks
Stronger inhibitory-to-excitatory synapses in working-memory RNNs reproduce inhibitory dominance, excitatory hypofunction, and task impairment, while resilience training preserves performance at the cost of generalization to longer delays.