44 citations · 181 across the 20 of their papers we have counts for
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q-bio.NC2021
Probing the relationship between linear dynamical systems and low-rank recurrent neural network models
Adrian Valente, Srdjan Ostojic, Jonathan Pillow
A large body of work has suggested that neural populations exhibit low-dimensional dynamics during behavior. However, there are a variety of different approaches for modeling low-d…
cs.LG2021★ 44 cited
Neural Latents Benchmark '21: Evaluating latent variable models of neural population activity
Felix Pei, Joel Ye, David Zoltowski +13
Advances in neural recording present increasing opportunities to study neural activity in unprecedented detail. Latent variable models (LVMs) are promising tools for analyzing this…