{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2019:S42EFB3TUW2BYBZ562HIDL2UZU","short_pith_number":"pith:S42EFB3T","schema_version":"1.0","canonical_sha256":"9734428773a5b41c073df68e81af54cd2f354d2219a9b0b608d00d6c6383b302","source":{"kind":"arxiv","id":"1906.11199","version":1},"attestation_state":"computed","paper":{"title":"Deployable probabilistic programming","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.LG","stat.ML"],"primary_cat":"cs.PL","authors_text":"David Tolpin","submitted_at":"2019-06-20T15:17:02Z","abstract_excerpt":"We propose design guidelines for a probabilistic programming facility suitable for deployment as a part of a production software system. As a reference implementation, we introduce Infergo, a probabilistic programming facility for Go, a modern programming language of choice for server-side software development. We argue that a similar probabilistic programming facility can be added to most modern general-purpose programming languages.\n  Probabilistic programming enables automatic tuning of program parameters and algorithmic decision making through probabilistic inference based on the data. To "},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"1906.11199","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.PL","submitted_at":"2019-06-20T15:17:02Z","cross_cats_sorted":["cs.AI","cs.LG","stat.ML"],"title_canon_sha256":"9d14ad45633247e3687b3d812d5b2aa63a9bbd8c92804112cfeefeba321a1a70","abstract_canon_sha256":"2fad6257196d8902a4182eddabad04eb07b4ed53e873e3faafd349aaa6c4e1eb"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-17T23:42:09.483491Z","signature_b64":"au1qp6pESvQqJ0pX3A10iUJppe9cN+6t+63P/zDEkd9Vv0++aEpRK1iAOJwkuycdh19dqTd0mkrJ9oMTJ9M0AQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"9734428773a5b41c073df68e81af54cd2f354d2219a9b0b608d00d6c6383b302","last_reissued_at":"2026-05-17T23:42:09.482822Z","signature_status":"signed_v1","first_computed_at":"2026-05-17T23:42:09.482822Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Deployable probabilistic programming","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.LG","stat.ML"],"primary_cat":"cs.PL","authors_text":"David Tolpin","submitted_at":"2019-06-20T15:17:02Z","abstract_excerpt":"We propose design guidelines for a probabilistic programming facility suitable for deployment as a part of a production software system. As a reference implementation, we introduce Infergo, a probabilistic programming facility for Go, a modern programming language of choice for server-side software development. We argue that a similar probabilistic programming facility can be added to most modern general-purpose programming languages.\n  Probabilistic programming enables automatic tuning of program parameters and algorithmic decision making through probabilistic inference based on the data. To "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1906.11199","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"1906.11199","created_at":"2026-05-17T23:42:09.482928+00:00"},{"alias_kind":"arxiv_version","alias_value":"1906.11199v1","created_at":"2026-05-17T23:42:09.482928+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1906.11199","created_at":"2026-05-17T23:42:09.482928+00:00"},{"alias_kind":"pith_short_12","alias_value":"S42EFB3TUW2B","created_at":"2026-05-18T12:33:27.125529+00:00"},{"alias_kind":"pith_short_16","alias_value":"S42EFB3TUW2BYBZ5","created_at":"2026-05-18T12:33:27.125529+00:00"},{"alias_kind":"pith_short_8","alias_value":"S42EFB3T","created_at":"2026-05-18T12:33:27.125529+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/S42EFB3TUW2BYBZ562HIDL2UZU","json":"https://pith.science/pith/S42EFB3TUW2BYBZ562HIDL2UZU.json","graph_json":"https://pith.science/api/pith-number/S42EFB3TUW2BYBZ562HIDL2UZU/graph.json","events_json":"https://pith.science/api/pith-number/S42EFB3TUW2BYBZ562HIDL2UZU/events.json","paper":"https://pith.science/paper/S42EFB3T"},"agent_actions":{"view_html":"https://pith.science/pith/S42EFB3TUW2BYBZ562HIDL2UZU","download_json":"https://pith.science/pith/S42EFB3TUW2BYBZ562HIDL2UZU.json","view_paper":"https://pith.science/paper/S42EFB3T","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1906.11199&json=true","fetch_graph":"https://pith.science/api/pith-number/S42EFB3TUW2BYBZ562HIDL2UZU/graph.json","fetch_events":"https://pith.science/api/pith-number/S42EFB3TUW2BYBZ562HIDL2UZU/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/S42EFB3TUW2BYBZ562HIDL2UZU/action/timestamp_anchor","attest_storage":"https://pith.science/pith/S42EFB3TUW2BYBZ562HIDL2UZU/action/storage_attestation","attest_author":"https://pith.science/pith/S42EFB3TUW2BYBZ562HIDL2UZU/action/author_attestation","sign_citation":"https://pith.science/pith/S42EFB3TUW2BYBZ562HIDL2UZU/action/citation_signature","submit_replication":"https://pith.science/pith/S42EFB3TUW2BYBZ562HIDL2UZU/action/replication_record"}},"created_at":"2026-05-17T23:42:09.482928+00:00","updated_at":"2026-05-17T23:42:09.482928+00:00"}