{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:7OSUOIHNDEEK6ETYNHSCCA5RPZ","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"b8b21172cedee1870657fe50b501929345dff272390cbd3535239eb14467a67d","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2019-04-27T03:16:07Z","title_canon_sha256":"30ac00b7970b4d951318e61b3b6abdcd99a2be2ebf2df5dba3dcf2e0174f622c"},"schema_version":"1.0","source":{"id":"1904.12098","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1904.12098","created_at":"2026-05-17T23:47:38Z"},{"alias_kind":"arxiv_version","alias_value":"1904.12098v1","created_at":"2026-05-17T23:47:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1904.12098","created_at":"2026-05-17T23:47:38Z"},{"alias_kind":"pith_short_12","alias_value":"7OSUOIHNDEEK","created_at":"2026-05-18T12:33:12Z"},{"alias_kind":"pith_short_16","alias_value":"7OSUOIHNDEEK6ETY","created_at":"2026-05-18T12:33:12Z"},{"alias_kind":"pith_short_8","alias_value":"7OSUOIHN","created_at":"2026-05-18T12:33:12Z"}],"graph_snapshots":[{"event_id":"sha256:3a55823e7eb80973dfd3e068e9c669e094ecd045a3f77dacac54b7f02d68ac76","target":"graph","created_at":"2026-05-17T23:47:38Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"paper":{"abstract_excerpt":"Many programming tasks require using both domain-specific code and well-established patterns (such as routines concerned with file IO). Together, several small patterns combine to create complex interactions. This compounding effect, mixed with domain-specific idiosyncrasies, creates a challenging environment for fully automatic specification inference. Mining specifications in this environment, without the aid of rule templates, user-directed feedback, or predefined API surfaces, is a major challenge. We call this challenge Open-World Specification Mining.\n  In this paper, we present a framew","authors_text":"Ben Liblit, Jordan Henkel, Shuvendu K. Lahiri, Thomas Reps","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2019-04-27T03:16:07Z","title":"Enabling Open-World Specification Mining via Unsupervised Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1904.12098","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:7ff9b997ad85cf3a4090eaafb9fe7977ff27752a873a67743eefd717115cf8fa","target":"record","created_at":"2026-05-17T23:47:38Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"b8b21172cedee1870657fe50b501929345dff272390cbd3535239eb14467a67d","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2019-04-27T03:16:07Z","title_canon_sha256":"30ac00b7970b4d951318e61b3b6abdcd99a2be2ebf2df5dba3dcf2e0174f622c"},"schema_version":"1.0","source":{"id":"1904.12098","kind":"arxiv","version":1}},"canonical_sha256":"fba54720ed1908af127869e42103b17e558e89da6b87528179d2f928504bf450","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fba54720ed1908af127869e42103b17e558e89da6b87528179d2f928504bf450","first_computed_at":"2026-05-17T23:47:38.955172Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:47:38.955172Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"VjXxwH8H/PKOTmCuoKCfECZuX9VfxX5qgqHQhct1DurhuoRhlwhE7RLvrnLdkM+naqv52q+TGz6p/JOcNX12AQ==","signature_status":"signed_v1","signed_at":"2026-05-17T23:47:38.955576Z","signed_message":"canonical_sha256_bytes"},"source_id":"1904.12098","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7ff9b997ad85cf3a4090eaafb9fe7977ff27752a873a67743eefd717115cf8fa","sha256:3a55823e7eb80973dfd3e068e9c669e094ecd045a3f77dacac54b7f02d68ac76"],"state_sha256":"bb8ef7a960376085d4cd1829a4efac2646c8ad50089cd88335ffd300d128c60b"}