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Cinjon Resnick

2 accepted papers

2020

Ridge Rider: Finding Diverse Solutions by Following Eigenvectors of the Hessian

NeurIPS 2020poster

Over the last decade, a single algorithm has changed many facets of our lives - Stochastic Gradient Descent (SGD). In the era of ever decreasing loss functions, SGD and its various offspring have become the go-to optimization tool in machine learning and are a key component of the success of deep ne…

2017

Neural Audio Synthesis of Musical Notes with WaveNet Autoencoders

ICML 2017poster

Generative models in vision have seen rapid progress due to algorithmic improvements and the availability of high-quality image datasets. In this paper, we offer contributions in both these areas to enable similar progress in audio modeling. First, we detail a powerful new WaveNet-style autoencoder…

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