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neural population activity

10 papers

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Co-occurring keywords

neural population (44) dimensionality reduction (720) hidden markov model (302) latent variable model (564) expectation maximization (255) variational inference (2069) gaussian process factor analysis (6) neural trajectories (2) spiking activity (2) linear regression (282)

Papers

Inference of Neural Dynamics Using Switching Recurrent Neural Networks NIPS 2024
STNDT: Modeling Neural Population Activity with Spatiotemporal Transformers NIPS 2022
Inferring Latent Dynamics Underlying Neural Population Activity via Neural Differential Equations ICML 2021
Identifying signal and noise structure in neural population activity with Gaussian process factor models NIPS 2020
Learning identifiable and interpretable latent models of high-dimensional neural activity using pi-VAE NIPS 2020
Model-based targeted dimensionality reduction for neuronal population data NIPS 2018
A Bayesian model for identifying hierarchically organised states in neural population activity NIPS 2014
Low-dimensional models of neural population activity in sensory cortical circuits NIPS 2014
Correlations strike back (again): the case of associative memory retrieval NIPS 2013
Gaussian-process factor analysis for low-dimensional single-trial analysis of neural population activity NIPS 2008