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Implementation of Neuron-level Structured Pruning using Polarization Regularizer

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Bumps [numpy](https://github.com/numpy/numpy) from 1.17.0 to 1.22.0. Release notes Sourced from numpy's releases. v1.22.0 NumPy 1.22.0 Release Notes NumPy 1.22.0 is a big release featuring the work of 153 contributors spread...

dependencies

Bumps [pillow](https://github.com/python-pillow/Pillow) from 6.1.0 to 9.0.1. Release notes Sourced from pillow's releases. 9.0.1 https://pillow.readthedocs.io/en/stable/releasenotes/9.0.1.html Changes In show_file, use os.remove to remove temporary images. CVE-2022-24303 #6010 [@​radarhere, @​hugovk] Restrict builtins within...

dependencies

Bumps [protobuf](https://github.com/protocolbuffers/protobuf) from 3.9.1 to 3.15.0. Release notes Sourced from protobuf's releases. Protocol Buffers v3.15.0 Protocol Compiler Optional fields for proto3 are enabled by default, and no longer require the...

dependencies

https://github.com/polarizationpruning/PolarizationPruning/blob/f19f3fdf982625d442028fab355d02dabe781515/imagenet/main.py#L878

Bumps [jinja2](https://github.com/pallets/jinja) from 2.10.3 to 2.11.3. Release notes Sourced from jinja2's releases. 2.11.3 This contains a fix for a speed issue with the urlize filter. urlize is likely to be...

dependencies

Bumps [protobuf](https://github.com/protocolbuffers/protobuf) from 3.9.1 to 3.18.3. Release notes Sourced from protobuf's releases. Protocol Buffers v3.18.3 C++ Reduce memory consumption of MessageSet parsing This release addresses a Security Advisory for C++...

dependencies

Hi, I observed the regularizer will become negative, how to explain this? Is it a potential issue as a regularizer which should be positive?

Dear authors, Why is BN polarization regularization used in VGG network and convolution layer polarization regularization used in mobilenetv2? Thank you!

Bumps [pillow](https://github.com/python-pillow/Pillow) from 6.1.0 to 9.3.0. Release notes Sourced from pillow's releases. 9.3.0 https://pillow.readthedocs.io/en/stable/releasenotes/9.3.0.html Changes Initialize libtiff buffer when saving #6699 [@​radarhere] Limit SAMPLESPERPIXEL to avoid runtime DOS #6700 [@​wiredfool]...

dependencies