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Alexandre Defossez

2 accepted papers

2018

SING: Symbol-to-Instrument Neural Generator

NeurIPS 2018poster

Recent progress in deep learning for audio synthesis opens the way to models that directly produce the waveform, shifting away from the traditional paradigm of relying on vocoders or MIDI synthesizers for speech or music generation. Despite their successes, current state-of-the-art neural audio synt…

2015

Averaged Least-Mean-Squares: Bias-Variance Trade-offs and Optimal Sampling Distributions

AISTATS 2015poster

We consider the least-squares regression problem and provide a detailed asymptotic analysis of the performance of averaged constant-step-size stochastic gradient descent. In the strongly-convex case, we provide an asymptotic expansion up to explicit exponentially decaying terms. Our analysis leads t…

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