New software: numpyro

[tcallister]

Image

Citation information

"numpyro": {
    "tags": [
        "phan2019composable",
        "bingham2019pyro"
    ],
    "logo": "img/numpyro.png",
    "language": "Python",
    "category": "Library",
    "keywords": [],
    "description": "\"NumPyro is a lightweight probabilistic programming library that provides a NumPy backend for Pyro. We rely on JAX for automatic differentiation and JIT compilation to GPU / CPU.\"",
    "link": "https://num.pyro.ai/en/stable/",
    "attribution_link": "https://num.pyro.ai/en/stable/getting_started.html#citing-numpyro",
    "zenodo_doi": "",
    "custom_citation": "",
    "dependencies": []
}

BibTeX

@article{phan2019composable,
  title={Composable Effects for Flexible and Accelerated Probabilistic Programming in NumPyro},
  author={Phan, Du and Pradhan, Neeraj and Jankowiak, Martin},
  journal={arXiv preprint. arXiv:1912.11554},
  year={2019}
}

@article{bingham2019pyro,
  author    = {Eli Bingham and
               Jonathan P. Chen and
               Martin Jankowiak and
               Fritz Obermeyer and
               Neeraj Pradhan and
               Theofanis Karaletsos and
               Rohit Singh and
               Paul A. Szerlip and
               Paul Horsfall and
               Noah D. Goodman},
  title     = {Pyro: Deep Universal Probabilistic Programming},
  journal   = {J. Mach. Learn. Res.},
  volume    = {20},
  pages     = {28:1--28:6},
  year      = {2019},
  url       = {http://jmlr.org/papers/v20/18-403.html}
}

[FloorBroekgaarden]

Thanks so much @tcallister . I added numpyro with commit 44b8842. I added the updated ADS entry for phan2019composable: @article{phan2019composable, author = {{Phan}, Du and {Pradhan}, Neeraj and {Jankowiak}, Martin}, title = "{Composable Effects for Flexible and Accelerated Probabilistic Programming in NumPyro}", journal = {arXiv e-prints}, keywords = {Statistics - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Machine Learning, Computer Science - Programming Languages, I.2.5, G.3, I.2.5, G.3}, year = 2019, month = dec, eid = {arXiv:1912.11554}, pages = {arXiv:1912.11554}, doi = {10.48550/arXiv.1912.11554}, archivePrefix = {arXiv}, eprint = {1912.11554}, primaryClass = {stat.ML}, adsurl = {https://ui.adsabs.harvard.edu/abs/2019arXiv191211554P}, adsnote = {Provided by the SAO/NASA Astrophysics Data System} }

I also suggested the update in the citation reference on the numpyro GitHub (see https://github.com/pyro-ppl/numpyro/commit/65fc2b84ec7f921b3bec231fd569a77b5400666b)

Thanks for the suggestion!

[tcallister]

Awesome, thank you @FloorBroekgaarden! (And super useful tool!)