On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,051 papers · 148 categories

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2 results for “WaveGAN”

Voice command generation using Progressive Waveganscs.CL

Improved human-like speech synthesis using WaveGAN extensions.

problem Generating realistic speech from limited data.

method Extensions to WaveGAN for audio generation, including preprocessing, skip connections, and progressive structures.

result Moderate improvement in human likeness (Cohen's d coefficient of 0.65) in synthetic speech samples.

WaveGAN GANs speech synthesis audio generation human likeness

2019-03-13abs ↗pdf ↗

Unsupervised Audio Source Separation using Generative Priorseess.AS

Novel unsupervised audio source separation using generative priors.

problem Challenges of supervised methods in audio source separation.

method Generative priors trained on individual sources using projected gradient descent optimization.

result Effective recovery of constituent sources with good-quality estimates.

audio source separation unsupervised learning generative models spectral domain wavegan

2020-05-28abs ↗pdf ↗