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cs.CL2018
Language Modeling at Scale
Mostofa Patwary, Milind Chabbi, Heewoo Jun +3
We show how Zipf's Law can be used to scale up language modeling (LM) to take advantage of more training data and more GPUs. LM plays a key role in many important natural language…
cs.SD2018
Fast Spectrogram Inversion using Multi-head Convolutional Neural Networks
Sercan O. Arik, Heewoo Jun, Gregory Diamos
We propose the multi-head convolutional neural network (MCNN) architecture for waveform synthesis from spectrograms. Nonlinear interpolation in MCNN is employed with transposed con…