stochasticad.jl
Research package for automatic differentiation of programs containing discrete randomness.
Science Score: 67.0%
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✓CITATION.cff file
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✓codemeta.json file
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✓.zenodo.json file
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✓DOI references
Found 2 DOI reference(s) in README -
✓Academic publication links
Links to: arxiv.org -
○Committers with academic emails
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○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (8.8%) to scientific vocabulary
Keywords from Contributors
Repository
Research package for automatic differentiation of programs containing discrete randomness.
Basic Info
Statistics
- Stars: 207
- Watchers: 7
- Forks: 15
- Open Issues: 24
- Releases: 27
Metadata Files
README.md
StochasticAD
StochasticAD is an experimental, research package for automatic differentiation (AD) of stochastic programs. It implements AD algorithms for handling programs that can contain discrete randomness, based on the methodology developed in this NeurIPS 2022 paper. We're still working on docs and code cleanup!
Installation
The package can be installed with the Julia package manager:
julia
julia> using Pkg;
julia> Pkg.add("StochasticAD");
Citation
@inproceedings{arya2022automatic,
author = {Arya, Gaurav and Schauer, Moritz and Sch\"{a}fer, Frank and Rackauckas, Christopher},
booktitle = {Advances in Neural Information Processing Systems},
editor = {S. Koyejo and S. Mohamed and A. Agarwal and D. Belgrave and K. Cho and A. Oh},
pages = {10435--10447},
publisher = {Curran Associates, Inc.},
title = {Automatic Differentiation of Programs with Discrete Randomness},
url = {https://proceedings.neurips.cc/paper_files/paper/2022/file/43d8e5fc816c692f342493331d5e98fc-Paper-Conference.pdf},
volume = {35},
year = {2022}
}
Owner
- Name: Gaurav Arya
- Login: gaurav-arya
- Kind: user
- Location: Cambridge, MA
- Company: MIT
- Website: https://www.mit.edu/~aryag/
- Repositories: 9
- Profile: https://github.com/gaurav-arya
Citation (CITATION.bib)
@inproceedings{arya2022automatic,
author = {Arya, Gaurav and Schauer, Moritz and Sch\"{a}fer, Frank and Rackauckas, Christopher},
booktitle = {Advances in Neural Information Processing Systems},
editor = {S. Koyejo and S. Mohamed and A. Agarwal and D. Belgrave and K. Cho and A. Oh},
pages = {10435--10447},
publisher = {Curran Associates, Inc.},
title = {Automatic Differentiation of Programs with Discrete Randomness},
url = {https://proceedings.neurips.cc/paper_files/paper/2022/file/43d8e5fc816c692f342493331d5e98fc-Paper-Conference.pdf},
volume = {35},
year = {2022}
}
GitHub Events
Total
- Issues event: 5
- Watch event: 10
- Issue comment event: 5
- Push event: 2
- Pull request event: 2
- Fork event: 1
- Create event: 2
Last Year
- Issues event: 5
- Watch event: 10
- Issue comment event: 5
- Push event: 2
- Pull request event: 2
- Fork event: 1
- Create event: 2
Committers
Last synced: over 1 year ago
Top Committers
| Name | Commits | |
|---|---|---|
| Gaurav Arya | g****2@g****m | 295 |
| Moritz Schauer | m****r@w****e | 18 |
| Frank Schaefer | k****e@w****e | 1 |
| Guillaume Dalle | 2****e | 1 |
| Moelf | p****n@j****v | 1 |
| Pietro Monticone | 3****e | 1 |
| Sean | 1****9 | 1 |
| github-actions[bot] | 4****] | 1 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 11 months ago
All Time
- Total issues: 30
- Total pull requests: 109
- Average time to close issues: 27 days
- Average time to close pull requests: 2 days
- Total issue authors: 13
- Total pull request authors: 10
- Average comments per issue: 3.03
- Average comments per pull request: 0.56
- Merged pull requests: 96
- Bot issues: 0
- Bot pull requests: 6
Past Year
- Issues: 6
- Pull requests: 12
- Average time to close issues: about 1 month
- Average time to close pull requests: 12 minutes
- Issue authors: 4
- Pull request authors: 4
- Average comments per issue: 3.5
- Average comments per pull request: 0.5
- Merged pull requests: 4
- Bot issues: 0
- Bot pull requests: 4
Top Authors
Issue Authors
- gaurav-arya (8)
- arnauqb (3)
- AndresCenteno (3)
- GuusAvis (3)
- AlCap23 (2)
- slwu89 (2)
- frankschae (2)
- ChrisRackauckas (1)
- FHoltorf (1)
- Eemilp (1)
- mschauer (1)
- lhuangb (1)
- JuliaTagBot (1)
Pull Request Authors
- gaurav-arya (88)
- mschauer (12)
- github-actions[bot] (11)
- GuusAvis (4)
- Moelf (2)
- Krastanov (2)
- slwu89 (1)
- pitmonticone (1)
- tlow22 (1)
- frankschae (1)
Top Labels
Issue Labels
Pull Request Labels
Dependencies
- 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
- actions/checkout v2 composite
- julia-actions/setup-julia v1 composite
- actions/checkout v1 composite
- julia-actions/setup-julia latest composite
- JuliaRegistries/TagBot v1 composite
- actions/checkout v2 composite
- julia-actions/setup-julia latest composite