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1-Dimensional polynomial neural networks for audio signal related problems. (arXiv:2009.04077v2 [eess.AS] UPDATED)
Jan. 14, 2022, 2:10 a.m. | Habib Ben Abdallah, Christopher J. Henry, Sheela Ramanna
cs.LG updates on arXiv.org arxiv.org
In addition to being extremely non-linear, modern problems require millions
if not billions of parameters to solve or at least to get a good approximation
of the solution, and neural networks are known to assimilate that complexity by
deepening and widening their topology in order to increase the level of
non-linearity needed for a better approximation. However, compact topologies
are always preferred to deeper ones as they offer the advantage of using less
computational units and less parameters. This compacity …
More from arxiv.org / cs.LG updates on arXiv.org
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