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Aditya Nair

2 accepted papers

2024

Modeling Latent Neural Dynamics with Gaussian Process Switching Linear Dynamical Systems

NeurIPS 2024poster

Understanding how the collective activity of neural populations relates to computation and ultimately behavior is a key goal in neuroscience. To this end, statistical methods which describe high-dimensional neural time series in terms of low-dimensional latent dynamics have played a fundamental role…

2020

Synthesizing Engaging Music Using Dynamic Models of Statistical Surprisal

ICASSP 2020accepted

Synthesis of music content generally leverages the underlying statistical structure of music to develop generative models, able to create new musical expressions within the same genre. In this work, we explore the statistical structure of a musical corpus and its effect on modulating the attention o…

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