{"id":21925828,"url":"https://github.com/maximevandegar/neb","last_synced_at":"2025-04-19T15:48:21.922Z","repository":{"id":37338654,"uuid":"319920903","full_name":"MaximeVandegar/NEB","owner":"MaximeVandegar","description":"Code for reproducing the experiments in the paper Neural Empirical Bayes: Source Distribution Estimation and its Applications to Simulation-Based Inference.","archived":false,"fork":false,"pushed_at":"2022-06-21T02:29:10.000Z","size":12594,"stargazers_count":9,"open_issues_count":0,"forks_count":0,"subscribers_count":3,"default_branch":"main","last_synced_at":"2025-03-29T09:41:25.147Z","etag":null,"topics":["empirical-bayes","inverse-problems","neural-empirical-bayes","simulation-based-inference","source-distribution-estimation"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/MaximeVandegar.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2020-12-09T10:29:21.000Z","updated_at":"2024-06-21T09:59:12.000Z","dependencies_parsed_at":"2022-09-12T21:23:13.529Z","dependency_job_id":null,"html_url":"https://github.com/MaximeVandegar/NEB","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MaximeVandegar%2FNEB","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MaximeVandegar%2FNEB/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MaximeVandegar%2FNEB/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MaximeVandegar%2FNEB/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/MaximeVandegar","download_url":"https://codeload.github.com/MaximeVandegar/NEB/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":249730607,"owners_count":21317327,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["empirical-bayes","inverse-problems","neural-empirical-bayes","simulation-based-inference","source-distribution-estimation"],"created_at":"2024-11-28T21:20:16.923Z","updated_at":"2025-04-19T15:48:21.907Z","avatar_url":"https://github.com/MaximeVandegar.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"![alt text](.imgs/header.jpg)\n\n\n## Getting Started\n\n```commandline\n$ pip install -r requirements.txt\n```\n\nThe implementation provides a simple interface that allows inference in a single line of code.\n```python\nfrom inference.neb import McBiasedEstimator, McUnbiasedEstimator, ElboEstimator, IwEstimator\n# Define your data, likelihood function, source model, ...\nestimator = McBiasedEstimator() \nestimator.infer(observations, source_model, optimizer, log_likelihood_fct)\n```\nThe source code for the different estimators was written to be self-contained in a single file for a quick and easy understanding.\n\n[Getting Started](https://github.com/MaximeVandegar/NEB/tree/main/examples)\n\n## Cite\n\nIf you make use of this code in your work, please cite our paper:\n\n```\n@misc{vandegar2020neural,\n      title={Neural Empirical Bayes: Source Distribution Estimation and its Applications to Simulation-Based Inference}, \n      author={Maxime Vandegar and Michael Kagan and Antoine Wehenkel and Gilles Louppe},\n      year={2020},\n}\n```\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmaximevandegar%2Fneb","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmaximevandegar%2Fneb","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmaximevandegar%2Fneb/lists"}