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Topic: covariance matrix

ePoster
2 ePosters

In Neuroscience

Tuned inhibition explains strong correlations across segregated excitatory subnetworks

Matthew Getz, Gregory Handy, Alex Negrón, Brent Doiron · COSYNE 2023

Understanding the basis of shared, across trial fluctuations in neural activity in mammalian cortex is critical to uncovering the nature of information processing in the brain. This correlated variability has often been related to the structure of cortical connectivity since variability not accounted for by signal changes likely arises from local circuit inputs. However, recent recordings from segregated networks of excitatory neurons in mouse primary visual cortex (V1) complicate this relationship. These results found that despite weak cross-network connection probability, noise correlations

Sun, Mar 12, 2023

ePoster · Neuroscience

Supervised learning and interpretation of plasticity rules in spiking neural networks

Basile Confavreux,Friedemann Zenke,Everton J. Agnes,Timothy Lillicrap,Tim Vogels · COSYNE 2022

Synaptic plasticity is known to be a key player in the brain’s life-long learning abilities. However, due to experimental limitations, the nature of the local changes at individual synapses and their link with emerging network-level computations remain unclear. In theoretical work, synaptic plasticity is often modelled with unsupervised local plasticity rules. However, deriving a complete set of functional plasticity rules analytically will require divine intuition and numerous assumptions. Here, we approach the problem numerically. We show how to deduce plasticity rules in silico with supervi

Fri, Mar 18, 2022

ePoster · Neuroscience