{"id":16312223,"url":"https://github.com/namin/communication-bootstrapping-v1","last_synced_at":"2025-10-08T20:33:27.138Z","repository":{"id":66550955,"uuid":"130625464","full_name":"namin/Communication-Bootstrapping-v1","owner":"namin","description":"appendix of Jake Beal's master thesis (2002)","archived":false,"fork":false,"pushed_at":"2023-09-25T02:45:23.000Z","size":26,"stargazers_count":6,"open_issues_count":0,"forks_count":1,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-02-09T01:44:24.252Z","etag":null,"topics":["ai","communication-bootstrapping","paper-implementations","python","scheme"],"latest_commit_sha":null,"homepage":null,"language":"Scheme","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/namin.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2018-04-23T01:46:49.000Z","updated_at":"2023-09-25T02:45:27.000Z","dependencies_parsed_at":"2023-02-24T06:00:33.919Z","dependency_job_id":null,"html_url":"https://github.com/namin/Communication-Bootstrapping-v1","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/namin%2FCommunication-Bootstrapping-v1","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/namin%2FCommunication-Bootstrapping-v1/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/namin%2FCommunication-Bootstrapping-v1/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/namin%2FCommunication-Bootstrapping-v1/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/namin","download_url":"https://codeload.github.com/namin/Communication-Bootstrapping-v1/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":238174232,"owners_count":19428646,"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":["ai","communication-bootstrapping","paper-implementations","python","scheme"],"created_at":"2024-10-10T21:47:27.439Z","updated_at":"2025-10-08T20:33:22.098Z","avatar_url":"https://github.com/namin.png","language":"Scheme","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Communication Bootstrapping v1.0\n\n(An exercise in software archaeology.)\n\nThis is a modernized transcription of the code from the appendix of\n[Jake Beal](http://jakebeal.com/)'s\n[master's thesis (2002)](https://groups.csail.mit.edu/mac/projects/amorphous/paperlisting.html#beal-masters) and\n[AI Memo (2001)](https://dspace.mit.edu/bitstream/handle/1721.1/6082/AIM-2001-016.pdf?sequence=2),\nwhich implements [_A Robust Algorithm for Bootstrapping Communications_](https://groups.csail.mit.edu/mac/projects/amorphous/Bootstrap/).\nIn Jake Beal's [PhD thesis (2007)](http://web.mit.edu/jakebeal/www/Publications/LearningByLearningToCommunicate.pdf), _Learning by Learning to Communicate_, this algorithm is referred to as _Communication Bootstrapping v1.0_. A follow up by Jake Beal and Gerry Sussman is [_Engineered Robustness by Controlled Hallucinations_](https://web.archive.org/web/20211024190753/http://aaai.org/Papers/Symposia/Fall/2008/FS-08-06/FS08-06-002.pdf) ([code](https://github.com/namin/hallucinations)).\n\nRuns in [Chez Scheme](https://cisco.github.io/ChezScheme/):\n```scheme\n(load \"main.scm\")\n(test (train))\n```\n\nThe python script, ran as `python ml_bootcomm.py`, re-creates the problem and solution delegating the learning to multi-layer perceptrons using pytorch. Communication is plugging in the encoder and decoder of two distinct autoencoders. The encoding of the sentence is a multi-hot encoding of the phrase parts, but in the spirit of the problem here, the encoding is dynamically set as the phrase parts are discovered.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnamin%2Fcommunication-bootstrapping-v1","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnamin%2Fcommunication-bootstrapping-v1","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnamin%2Fcommunication-bootstrapping-v1/lists"}