{"id":25612529,"url":"https://github.com/carlobaldassi/binarycommitteemachinefbp.jl","last_synced_at":"2025-04-13T17:51:03.389Z","repository":{"id":53439491,"uuid":"64789238","full_name":"carlobaldassi/BinaryCommitteeMachineFBP.jl","owner":"carlobaldassi","description":"Focusing Belief Propagation on Commitee machines with binary weights","archived":false,"fork":false,"pushed_at":"2021-03-30T19:29:20.000Z","size":616,"stargazers_count":7,"open_issues_count":1,"forks_count":4,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-03-27T08:48:08.675Z","etag":null,"topics":["belief-propagation","julia","julia-language","neural-networks"],"latest_commit_sha":null,"homepage":null,"language":"Julia","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/carlobaldassi.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.md","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2016-08-02T20:11:03.000Z","updated_at":"2025-02-10T15:37:56.000Z","dependencies_parsed_at":"2022-09-09T03:10:36.602Z","dependency_job_id":null,"html_url":"https://github.com/carlobaldassi/BinaryCommitteeMachineFBP.jl","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/carlobaldassi%2FBinaryCommitteeMachineFBP.jl","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/carlobaldassi%2FBinaryCommitteeMachineFBP.jl/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/carlobaldassi%2FBinaryCommitteeMachineFBP.jl/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/carlobaldassi%2FBinaryCommitteeMachineFBP.jl/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/carlobaldassi","download_url":"https://codeload.github.com/carlobaldassi/BinaryCommitteeMachineFBP.jl/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248758163,"owners_count":21156957,"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":["belief-propagation","julia","julia-language","neural-networks"],"created_at":"2025-02-22T00:28:19.290Z","updated_at":"2025-04-13T17:51:03.363Z","avatar_url":"https://github.com/carlobaldassi.png","language":"Julia","funding_links":[],"categories":[],"sub_categories":[],"readme":"# BinaryCommitteeMachineFBP.jl\n\n| **Documentation**                 | **Build Status**                                               |\n|:---------------------------------:|:--------------------------------------------------------------:|\n| [![][docs-dev-img]][docs-dev-url] | [![][travis-img]][travis-url]  [![][codecov-img]][codecov-url] |\n\nThis package implements the Focusing Belief Propagation algorithm for\ncommittee machines with binary weights described in the paper\n*Unreasonable Effectiveness of Learning Neural Networks: From Accessible States\nand Robust Ensembles to Basic Algorithmic Schemes*\nby Carlo Baldassi, Christian Borgs, Jennifer Chayes, Alessandro Ingrosso,\nCarlo Lucibello, Luca Saglietti and Riccardo Zecchina,\nProc. Natl. Acad. Sci. U.S.A. 113: E7655-E7662 (2016), [doi:10.1073/pnas.1608103113](http://dx.doi.org/10.1073/pnas.1608103113).\n\nThe code is written in [Julia](http://julialang.org). It was last tested with Julia version 1.4.\n\n### Installation\n\nTo install the module, switch to pkg mode with the `]` key and use this command:\n\n```\npkg\u003e add https://github.com/carlobaldassi/BinaryCommitteeMachineFBP.jl\n```\n\nDependencies will be installed automatically.\n\n## Documentation\n\n- [In-development version of the documentation][docs-dev-url]\n\n[docs-dev-img]: https://img.shields.io/badge/docs-dev-blue.svg\n[docs-dev-url]: https://carlobaldassi.github.io/BinaryCommitteeMachineFBP.jl/dev\n\n[travis-img]: https://travis-ci.org/carlobaldassi/BinaryCommitteeMachineFBP.jl.svg?branch=master\n[travis-url]: https://travis-ci.org/carlobaldassi/BinaryCommitteeMachineFBP.jl\n\n[codecov-img]: https://codecov.io/gh/carlobaldassi/BinaryCommitteeMachineFBP.jl/branch/master/graph/badge.svg\n[codecov-url]: https://codecov.io/gh/carlobaldassi/BinaryCommitteeMachineFBP.jl\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcarlobaldassi%2Fbinarycommitteemachinefbp.jl","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcarlobaldassi%2Fbinarycommitteemachinefbp.jl","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcarlobaldassi%2Fbinarycommitteemachinefbp.jl/lists"}