https://github.com/jbrea/symmetrysaddles.jl
Science Score: 23.0%
This score indicates how likely this project is to be science-related based on various indicators:
-
○CITATION.cff file
-
✓codemeta.json file
Found codemeta.json file -
○.zenodo.json file
-
○DOI references
-
✓Academic publication links
Links to: arxiv.org -
○Academic email domains
-
○Institutional organization owner
-
○JOSS paper metadata
-
○Scientific vocabulary similarity
Low similarity (5.5%) to scientific vocabulary
Repository
Basic Info
- Host: GitHub
- Owner: jbrea
- Language: Julia
- Default Branch: gh
- Size: 23.4 KB
Statistics
- Stars: 2
- Watchers: 3
- Forks: 1
- Open Issues: 0
- Releases: 0
Metadata Files
README.md
Geometry of the Loss Landscape in Overparameterized Neural Networks: Symmetries and Invariances
This is the code to reproduce the figures in Geometry of the Loss Landscape in Overparameterized Neural Networks: Symmetries and Invariances, Berfin Şimşek, François Ged, Arthur Jacot, Francesco Spadaro, Clément Hongler, Wulfram Gerstner, Johanni Brea
Install dependencies
Download this code base, open a Julia REPL and do:
julia
julia> using Pkg
julia> Pkg.activate("path/to/this/project")
julia> Pkg.instantiate()
Training
In a terminal run
export PARALLEL=
julia scripts/training1.jl
julia scripts/training3.jl
julia scripts/training_g.jl
Uncomment the first line, if you do not want to use multiple cores.
Plotting
julia scripts/fig1.jl
julia scripts/fig5.jl
For the Figure 8 in the appendix run
julia scripts/mnist.jl
This script will take quite a bit of time to run.
Owner
- Login: jbrea
- Kind: user
- Website: https://people.epfl.ch/johanni.brea
- Repositories: 12
- Profile: https://github.com/jbrea
GitHub Events
Total
Last Year
Issues and Pull Requests
Last synced: 12 months ago
All Time
- Total issues: 0
- Total pull requests: 0
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Total issue authors: 0
- Total pull request authors: 0
- Average comments per issue: 0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 0
- Pull requests: 0
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Issue authors: 0
- Pull request authors: 0
- Average comments per issue: 0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0