activity
20182022
most citedLearning identifiable and interpretable latent models of high-dimensional neural activity using pi-VAE

48 citations · 79 across the 4 of their papers we have counts for

collaborators

7 papers

q-bio.NC20229 cited

Conformal Isometry of Lie Group Representation in Recurrent Network of Grid Cells

Dehong Xu, Ruiqi Gao, Wen-Hao Zhang +2

The activity of the grid cell population in the medial entorhinal cortex (MEC) of the mammalian brain forms a vector representation of the self-position of the animal. Recurrent ne…

q-bio.NC20218 cited

Neural tuning and representational geometry

Nikolaus Kriegeskorte, Xue-Xin Wei

A central goal of neuroscience is to understand the representations formed by brain activity patterns and their connection to behavior. The classical approach is to investigate how…

stat.ML202048 cited

Learning identifiable and interpretable latent models of high-dimensional neural activity using pi-VAE

Ding Zhou, Xue-Xin Wei

The ability to record activities from hundreds of neurons simultaneously in the brain has placed an increasing demand for developing appropriate statistical techniques to analyze s…

q-bio.NC202014 cited

A zero-inflated gamma model for deconvolved calcium imaging traces

Xue-Xin Wei, Ding Zhou, Andres Grosmark +6

Calcium imaging is a critical tool for measuring the activity of large neural populations. Much effort has been devoted to developing "pre-processing" tools for calcium video data,…

q-bio.NC2019

Emergence of functional and structural properties of the head direction system by optimization of recurrent neural networks

Christopher J. Cueva, Peter Y. Wang, Matthew Chin +1

Recent work suggests goal-driven training of neural networks can be used to model neural activity in the brain. While response properties of neurons in artificial neural networks b…

q-bio.NC2018

Dynamic self-organized error-correction of grid cells by border cells

Eli Pollock, Niral Desai, Xue-Xin Wei +1

Grid cells in the entorhinal cortex are believed to establish their regular, spatially correlated firing patterns by path integration of the animal's motion. Mechanisms for path in…