Compression-aware Training of Deep Networks

Jose M. Alvarez, Mathieu Salzmann

Neural Information Processing Systems 

While it has been shown that training such very deep architectures was typically easier than smaller ones [24], it is also well-known that they are highly over-parameterized.

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