https://github.com/arn4/committe-learning

Python package for simulating the dynamics of committee machines
https://github.com/arn4/committe-learning

Last synced: about 11 hours ago
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Python package for simulating the dynamics of committee machines

• Host: GitHub
• URL: https://github.com/arn4/committe-learning
• Owner: arn4
• Created: 2023-03-17T15:06:47.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2023-12-06T14:52:43.000Z (12 months ago)
• Last Synced: 2023-12-06T15:45:05.023Z (12 months ago)
• Language: Python
• Size: 185 KB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# committe-learning

This is a Python package for studyding low-dimnesional sufficient statistics of two-layer neural network.

This is a work in progress and unfortunately there is no documentation, but feel free to contact me with any questions.

### Paper using this

 - Luca Arnaboldi, Florent Krzakala, Bruno Loureiro, Ludovic Stephan *Escaping mediocrity: how two-layer networks learn hard single-index models with SGD*, 2023 [https://arxiv.org/abs/2305.18502](https://arxiv.org/abs/2305.18502).

 - Luca Arnaboldi, Ludovic Stephan, Florent Krzakala, Bruno Loureiro *From high-dimensional & mean-field dynamics to dimensionless ODEs: A unifying approach to SGD in two-layers networks*, 2023 .