{"id":13562330,"url":"https://github.com/msurtsukov/neural-ode","last_synced_at":"2025-04-03T18:33:23.500Z","repository":{"id":43284177,"uuid":"167266603","full_name":"msurtsukov/neural-ode","owner":"msurtsukov","description":"Jupyter notebook with Pytorch implementation of Neural Ordinary Differential Equations","archived":false,"fork":false,"pushed_at":"2024-02-27T17:43:19.000Z","size":2278,"stargazers_count":684,"open_issues_count":3,"forks_count":120,"subscribers_count":13,"default_branch":"master","last_synced_at":"2024-11-04T14:44:53.855Z","etag":null,"topics":["jupyter-notebook","neural-ode","pytorch","vae"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/msurtsukov.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,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-01-23T22:52:57.000Z","updated_at":"2024-11-01T06:38:59.000Z","dependencies_parsed_at":"2024-02-27T18:56:23.068Z","dependency_job_id":null,"html_url":"https://github.com/msurtsukov/neural-ode","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/msurtsukov%2Fneural-ode","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/msurtsukov%2Fneural-ode/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/msurtsukov%2Fneural-ode/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/msurtsukov%2Fneural-ode/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/msurtsukov","download_url":"https://codeload.github.com/msurtsukov/neural-ode/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247057010,"owners_count":20876495,"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":["jupyter-notebook","neural-ode","pytorch","vae"],"created_at":"2024-08-01T13:01:07.296Z","updated_at":"2025-04-03T18:33:18.458Z","avatar_url":"https://github.com/msurtsukov.png","language":"Jupyter Notebook","funding_links":[],"categories":["Jupyter Notebook","Linear Algebra / Statistics Toolkit"],"sub_categories":["Others"],"readme":"# Neural ODEs\n\n[Notebook](https://nbviewer.jupyter.org/github/urtrial/neural_ode/blob/master/Neural%20ODEs.ipynb) here collects theory, basic implementation and some experiments of [*Neural Ordinary Differential Equations*](https://arxiv.org/abs/1806.07366) [1].\n\n[Link to the blog post](https://msurtsukov.github.io/Neural-ODE/)  \n[Link to the blog post (Russian)](https://habr.com/ru/company/ods/blog/442002/)\n\n**For actual usage consider using authors [original implementation](https://github.com/rtqichen/torchdiffeq)**\n\n![dyn_func](assets/linear_learning.gif)\n\n![homotopy](assets/spirals_homotopy.png)\n\n\n# References\n\n[[1]](https://arxiv.org/abs/1806.07366) Ricky T. Q. Chen, Yulia Rubanova, Jesse Bettencourt, David Duvenaud. \"Neural Ordinary Differential Equations.\" Advances in Neural Processing Information Systems. 2018.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmsurtsukov%2Fneural-ode","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmsurtsukov%2Fneural-ode","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmsurtsukov%2Fneural-ode/lists"}