{"id":16312201,"url":"https://github.com/namin/relaxed-machines","last_synced_at":"2025-10-25T16:31:15.701Z","repository":{"id":66550996,"uuid":"443206240","full_name":"namin/relaxed-machines","owner":"namin","description":"program synthesis with neuro-symbolic differentiable interpreters","archived":false,"fork":false,"pushed_at":"2024-01-09T14:20:08.000Z","size":153,"stargazers_count":10,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-02-09T01:44:25.667Z","etag":null,"topics":["differentiable-programming","interpreters","jax","neuro-symbolic","paper-implementations","synthesis"],"latest_commit_sha":null,"homepage":"","language":"Python","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,"roadmap":null,"authors":null}},"created_at":"2021-12-30T23:26:26.000Z","updated_at":"2024-07-05T23:49:24.000Z","dependencies_parsed_at":"2024-01-08T22:26:11.066Z","dependency_job_id":null,"html_url":"https://github.com/namin/relaxed-machines","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%2Frelaxed-machines","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/namin%2Frelaxed-machines/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/namin%2Frelaxed-machines/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/namin%2Frelaxed-machines/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/namin","download_url":"https://codeload.github.com/namin/relaxed-machines/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":238174240,"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":["differentiable-programming","interpreters","jax","neuro-symbolic","paper-implementations","synthesis"],"created_at":"2024-10-10T21:47:23.336Z","updated_at":"2025-10-25T16:31:15.211Z","avatar_url":"https://github.com/namin.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"Relaxed Machines\n----------------\n\nProgram synthesis in neuro-symbolic differentiable interpreters.\n\n## Inspired by ∂4\n\nDifferential interpreters in which the weights of the machine can be interpreted as a program.\nI think this is different in spirit from ∂4, which corresponds to hard sketches here with holes that are whole neural networks.\n\nBaby steps (see the [log](TODO.md#log)):\n\n1. [`inc_stop`](inc_stop.py)\n2. [`dup_add`](dup_add.py)\n3. [`reg_jmp`](reg_jmp.py)\n4. [`sub`](sub.py)\n\n- [Notes](NOTES.md)\n- [Run logs](LOG.md)\n\n## Libraries\n- [JAX](https://github.com/google/jax)\n- [Haiku](https://github.com/deepmind/dm-haiku)\n- [Optax](https://github.com/deepmind/optax)\n\n## Resources\n- Chapter 3 (∂4: A Differentiable Forth Interpreter) of Matko Bošnjak's Ph.D thesis, [On Differentiable Interpreters](https://discovery.ucl.ac.uk/id/eprint/10121772/), UCL, 2021.\n\n## Acks\n\nMany thanks to [Matko Bošnjak](https://matko.info/) and [Rob Zinkov](https://zinkov.com) for discussions, insights, suggestions, and pointers.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnamin%2Frelaxed-machines","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnamin%2Frelaxed-machines","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnamin%2Frelaxed-machines/lists"}