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Matthew Whiteway

3 accepted papers

2020

Deep Graph Pose: a semi-supervised deep graphical model for improved animal pose tracking

NeurIPS 2020poster

Noninvasive behavioral tracking of animals is crucial for many scientific investigations. Recent transfer learning approaches for behavioral tracking have considerably advanced the state of the art. Typically these methods treat each video frame and each object to be tracked independently. In this w…

2020

Recurrent Switching Dynamical Systems Models for Multiple Interacting Neural Populations

NeurIPS 2020poster

Modern recording techniques can generate large-scale measurements of multiple neural populations over extended time periods. However, it remains a challenge to model non-stationary interactions between high-dimensional populations of neurons. To tackle this challenge, we develop recurrent switching…

2019

BehaveNet: nonlinear embedding and Bayesian neural decoding of behavioral videos

NeurIPS 2019poster

A fundamental goal of systems neuroscience is to understand the relationship between neural activity and behavior. Behavior has traditionally been characterized by low-dimensional, task-related variables such as movement speed or response times. More recently, there has been a growing interest in au…