{"id":15360497,"url":"https://github.com/chrisrackauckas/universal_differential_equations","last_synced_at":"2025-04-08T03:16:44.199Z","repository":{"id":37881296,"uuid":"228495039","full_name":"ChrisRackauckas/universal_differential_equations","owner":"ChrisRackauckas","description":"Repository for the Universal Differential Equations for Scientific Machine Learning paper, describing a computational basis for high performance SciML","archived":false,"fork":false,"pushed_at":"2022-12-05T12:31:59.000Z","size":14597,"stargazers_count":222,"open_issues_count":13,"forks_count":59,"subscribers_count":17,"default_branch":"master","last_synced_at":"2025-03-27T20:19:53.564Z","etag":null,"topics":["neural-ode","scientific-machine-learning","sciml","universal-differential-equations"],"latest_commit_sha":null,"homepage":"https://arxiv.org/abs/2001.04385","language":"Julia","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/ChrisRackauckas.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":"2019-12-16T23:38:25.000Z","updated_at":"2025-03-02T15:00:06.000Z","dependencies_parsed_at":"2023-01-24T05:30:32.347Z","dependency_job_id":null,"html_url":"https://github.com/ChrisRackauckas/universal_differential_equations","commit_stats":null,"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChrisRackauckas%2Funiversal_differential_equations","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChrisRackauckas%2Funiversal_differential_equations/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChrisRackauckas%2Funiversal_differential_equations/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChrisRackauckas%2Funiversal_differential_equations/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ChrisRackauckas","download_url":"https://codeload.github.com/ChrisRackauckas/universal_differential_equations/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247767236,"owners_count":20992548,"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":["neural-ode","scientific-machine-learning","sciml","universal-differential-equations"],"created_at":"2024-10-01T12:50:18.073Z","updated_at":"2025-04-08T03:16:44.173Z","avatar_url":"https://github.com/ChrisRackauckas.png","language":"Julia","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Universal Differential Equations for Scientific Machine Learning (SciML)\n\nRepository for the universal differential equations paper: [arXiv:2001.04385 [cs.LG]](https://arxiv.org/abs/2001.04385).\n\nThis repository is simply a demonstration. For more up-to-date versions of these codes, see the \n[SciMLSensitivity.jl](https://docs.sciml.ai/SciMLSensitivity/stable/) and\n[DiffEqFlux.jl](https://docs.sciml.ai/DiffEqFlux/stable/) documentations. Their tutorials incorporate all of the\nideas from this repo in well-maintained and tested software!\n\nFor more software, see the [SciML organization](https://sciml.ai/) and its [Github organization](https://github.com/SciML/)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fchrisrackauckas%2Funiversal_differential_equations","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fchrisrackauckas%2Funiversal_differential_equations","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fchrisrackauckas%2Funiversal_differential_equations/lists"}