932 citations · 2.2k across the 38 of their papers we have counts for
4 papers · 1 filter
An exact mapping between the Variational Renormalization Group and Deep Learning
Pankaj Mehta, David J. Schwab
Deep learning is a broad set of techniques that uses multiple layers of representation to automatically learn relevant features directly from structured data. Recently, such techni…
A binary Hopfield network with information rate and applications to grid cell decoding
Ila Fiete, David J. Schwab, Ngoc M. Tran
A Hopfield network is an auto-associative, distributive model of neural memory storage and retrieval. A form of error-correcting code, the Hopfield network can learn a set of patte…
Multiscale modeling of oscillations and spiral waves in Dictyostelium populations
Javad Noorbakhsh, David Schwab, Allyson Sgro +2
Unicellular organisms exhibit elaborate collective behaviors in response to environmental cues. These behaviors are controlled by complex biochemical networks within individual cel…
From Intracellular Signaling to Population Oscillations: Bridging Scales in Collective Behavior
Allyson E. Sgro, David J. Schwab, Javad Noorbakhsh +3
Collective behavior in cellular populations is coordinated by biochemical signaling networks within individual cells. Connecting the dynamics of these intracellular networks to the…