303 citations · 673 across the 10 of their papers we have counts for
4 papers · 1 filter
Classification and Geometry of General Perceptual Manifolds
SueYeon Chung, Daniel D. Lee, Haim Sompolinsky
Perceptual manifolds arise when a neural population responds to an ensemble of sensory signals associated with different physical features (e.g., orientation, pose, scale, location…
Linear Readout of Object Manifolds
SueYeon Chung, Daniel D. Lee, Haim Sompolinsky
Objects are represented in sensory systems by continuous manifolds due to sensitivity of neuronal responses to changes in physical features such as location, orientation, and inten…
Short-Term Memory in Orthogonal Neural Networks
Olivia L. White, Daniel D. Lee, Haim Sompolinsky
We study the ability of linear recurrent networks obeying discrete time dynamics to store long temporal sequences that are retrievable from the instantaneous state of the network.…
Equilibrium Properties of Temporally Asymmetric Hebbian Plasticity
Jonathan Rubin, Daniel D. Lee, H. Sompolinsky
A theory of temporally asymmetric Hebb (TAH) rules which depress or potentiate synapses depending upon whether the postsynaptic cell fires before or after the presynaptic one is pr…