Visual processing unfolds across hierarchically organized brain circuits. Existing theories largely explain changes in population geometry through local shifts in gain, firing-rate statistics, or recurrent dynamics, yet do not account for how interareal coordination interacts with local population geometry to constrain...
Loris Amalberti, Maximilian Hauer, Corbett Bennett et al.· bioRxiv· 0 citations
The brain contains an astronomical number of neurons, but it is their collective activity that underlies brain function. The number of degrees of freedom that this activity explores (its dimensionality) is therefore a fundamental signature of neural dynamics. However, it is not known what controls dimensionality in the...
David Dahmen, Stefano Recanatesi, Xiao-Xuan Jia et al.· Nature Neuroscience· 0 citations
Eligibility propagation (e-prop) is a biologically plausible learning rule for recurrent spiking neural networks (SNNs). It approximates gradients computed by backpropagation through time using online updates based on eligibility traces and learning signals. We reformulate the originally time-driven gradient calculatio...
A. Korcsak-Gorzo, Jesús A. Espinoza-Valverde, Jonas Stapmanns et al.· Neuromorphic Computing and E...· 0 citations
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