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Hierarchical Inference With Bayesian Neural Networks: An Application to Strong Gravitational Lensing - Model Weights, Chains, BNN Samples, and Simulated Datasets

Wagner-Carena, Sebastian; Park, Ji Won; Birrer, Simon; Marshall, Philip; Roodman, Aaron; Wechsler, Risa


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{
  "description": "<p>The model weights, chains, simulated datasets, and BNN samples used to produce the results shown in LSST DESC Collaboration paper &quot;Hierarchical Inference With Bayesian Neural Networks: An Application to Strong Gravitational Lensing.&quot; All files presented here are meant for use in tandem with the python package &quot;ovejero&quot; (<a href=\"https://github.com/swagnercarena/ovejero\">https://github.com/swagnercarena/ovejero</a>).</p>", 
  "license": "https://creativecommons.org/licenses/by/4.0/legalcode", 
  "creator": [
    {
      "affiliation": "Stanford University / SLAC", 
      "@id": "https://orcid.org/0000-0001-5039-1685", 
      "@type": "Person", 
      "name": "Wagner-Carena, Sebastian"
    }, 
    {
      "affiliation": "Stanford University / SLAC", 
      "@id": "https://orcid.org/0000-0002-0692-1092", 
      "@type": "Person", 
      "name": "Park, Ji Won"
    }, 
    {
      "affiliation": "Stanford University", 
      "@id": "https://orcid.org/0000-0003-3195-5507", 
      "@type": "Person", 
      "name": "Birrer, Simon"
    }, 
    {
      "affiliation": "Stanford University / SLAC", 
      "@type": "Person", 
      "name": "Marshall, Philip"
    }, 
    {
      "affiliation": "Stanford University / SLAC", 
      "@id": "https://orcid.org/0000-0001-5326-3486", 
      "@type": "Person", 
      "name": "Roodman, Aaron"
    }, 
    {
      "affiliation": "Stanford University / SLAC", 
      "@id": "https://orcid.org/0000-0003-2229-011X", 
      "@type": "Person", 
      "name": "Wechsler, Risa"
    }
  ], 
  "url": "https://zenodo.org/record/4116503", 
  "datePublished": "2020-10-21", 
  "keywords": [
    "Cosmology", 
    "Legacy Survey of Space and Time", 
    "Rubin Observatory", 
    "Bayesian Neural Networks", 
    "Hierarchical Inference", 
    "Dark Energy Science Collaboration", 
    "Strong Gravitational Lensing"
  ], 
  "@context": "https://schema.org/", 
  "distribution": [
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      "contentUrl": "https://zenodo.org/api/files/62d90806-4ad2-416a-928f-e9f200992122/datasets.zip", 
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    }, 
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      "contentUrl": "https://zenodo.org/api/files/62d90806-4ad2-416a-928f-e9f200992122/hierarchical_results.zip", 
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    }, 
    {
      "contentUrl": "https://zenodo.org/api/files/62d90806-4ad2-416a-928f-e9f200992122/models.zip", 
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    }, 
    {
      "contentUrl": "https://zenodo.org/api/files/62d90806-4ad2-416a-928f-e9f200992122/train.zip", 
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      "@type": "DataDownload"
    }, 
    {
      "contentUrl": "https://zenodo.org/api/files/62d90806-4ad2-416a-928f-e9f200992122/validation_results.zip", 
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  ], 
  "identifier": "https://doi.org/10.5281/zenodo.4116503", 
  "@id": "https://doi.org/10.5281/zenodo.4116503", 
  "@type": "Dataset", 
  "name": "Hierarchical Inference With Bayesian Neural Networks: An Application to Strong Gravitational Lensing - Model Weights, Chains, BNN Samples, and Simulated Datasets"
}
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