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https://github.com/avik-pal/localregneuralde.jl

Local regularization of Neural Differential Equations

https://github.com/avik-pal/localregneuralde.jl

Science Score: 10.0%

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    Links to: arxiv.org
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    Low similarity (6.1%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

Local regularization of Neural Differential Equations

Basic Info
  • Host: GitHub
  • Owner: avik-pal
  • License: mit
  • Language: Julia
  • Default Branch: main
  • Size: 67.4 KB
Statistics
  • Stars: 7
  • Watchers: 3
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created almost 4 years ago · Last pushed over 2 years ago
Metadata Files
Readme License

README.md

LocalRegNeuralDE: Some Black Boxes Were Meant to Remain Closed!

Official Implementation of ICML 2023 Paper Locally Regularized Neural Differential Equations: Some Black Boxes Were Meant to Remain Closed!

Extension of RegNeuralDE to allow for local regularization.

This is a research repository. Most users should wait for the functionality to be available through packages like DiffEqFlux.jl.

Summary

  • (Randomized) Local Regularization of Neural ODEs yield similar trajectories to global regularization.

  • Local Regularization is simpler to implement since it doesn’t require discretize-then-optimize. Rather it can utilize the more commonly used optimize-then-discretize approach.

  • Additionally introduces benefits for cases where the “blackbox cannot be opened” entirely (like in diffusion models)

Installation

This package is not registered in General Registry. It can be installed using:

julia using Pkg pkg"add https://github.com/avik-pal/LocalRegNeuralDE.jl"

Owner

  • Name: Avik Pal
  • Login: avik-pal
  • Kind: user
  • Location: Cambridge, MA
  • Company: Massachusetts Institute of Technology

PhD Student @mit || Prev: BTech CSE IITK

GitHub Events

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Last Year

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Last synced: over 1 year ago

All Time
  • Total issues: 3
  • Total pull requests: 43
  • Average time to close issues: 2 months
  • Average time to close pull requests: about 1 month
  • Total issue authors: 1
  • Total pull request authors: 2
  • Average comments per issue: 1.33
  • Average comments per pull request: 0.09
  • Merged pull requests: 17
  • Bot issues: 0
  • Bot pull requests: 34
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
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Top Authors
Issue Authors
  • avik-pal (3)
Pull Request Authors
  • github-actions[bot] (34)
  • avik-pal (9)
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Dependencies

.github/workflows/CI.yml actions
  • actions/cache v1 composite
  • actions/checkout v2 composite
  • codecov/codecov-action v2 composite
  • julia-actions/julia-buildpkg v1 composite
  • julia-actions/julia-processcoverage v1 composite
  • julia-actions/julia-runtest v1 composite
  • julia-actions/setup-julia v1 composite
.github/workflows/CompatHelper.yml actions
.github/workflows/TagBot.yml actions
  • JuliaRegistries/TagBot v1 composite