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GitHub / Model-Compression / Lossless_Compression

We propose a lossless compression algorithm based on the NTK matrix for DNN. The compressed network yields asymptotically the same NTK as the original (dense and unquantized) network, with its weights and activations taking values only in {0, 1, -1} up to scaling.

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Stars: 21
Forks: 2
Open issues: 1

License: apache-2.0
Language: Python
Size: 71.4 MB
Dependencies parsed at: Pending

Created at: almost 3 years ago
Updated at: over 1 year ago
Pushed at: over 1 year ago
Last synced at: over 1 year ago

Topics: deep-learning, model-compression, neural-tangent-kernel

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