{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:A75UI4KEULVTTBZ62BNUISCI7C","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":"7d703ffc192242de5651a9e5112ae271175b10221fe8119d1d6e5e92971f0f32","cross_cats_sorted":["cs.LG","cs.LO"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2019-06-06T05:48:21Z","title_canon_sha256":"afba0f64a27456c61c06292ce9bad79c5f11eb8acf45df7ec2cff6eb377d29fc"},"schema_version":"1.0","source":{"id":"1906.02427","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1906.02427","created_at":"2026-05-17T23:44:01Z"},{"alias_kind":"arxiv_version","alias_value":"1906.02427v1","created_at":"2026-05-17T23:44:01Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1906.02427","created_at":"2026-05-17T23:44:01Z"},{"alias_kind":"pith_short_12","alias_value":"A75UI4KEULVT","created_at":"2026-05-18T12:33:12Z"},{"alias_kind":"pith_short_16","alias_value":"A75UI4KEULVTTBZ6","created_at":"2026-05-18T12:33:12Z"},{"alias_kind":"pith_short_8","alias_value":"A75UI4KE","created_at":"2026-05-18T12:33:12Z"}],"graph_snapshots":[{"event_id":"sha256:59e7377b767d799119910db59009f2b6e54af6a68f5b8299320ab10959cda203","target":"graph","created_at":"2026-05-17T23:44:01Z","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":"Our interest in this paper is in meeting a rapidly growing industrial demand for information extraction from images of documents such as invoices, bills, receipts etc. In practice users are able to provide a very small number of example images labeled with the information that needs to be extracted. We adopt a novel two-level neuro-deductive, approach where (a) we use pre-trained deep neural networks to populate a relational database with facts about each document-image; and (b) we use a form of deductive reasoning, related to meta-interpretive learning of transition systems to learn extractio","authors_text":"Ashwin Srinivasan, Gautam Shroff, Lovekesh Vig, Rohit Rahul, Vishal Sunder","cross_cats":["cs.LG","cs.LO"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2019-06-06T05:48:21Z","title":"One-shot Information Extraction from Document Images using Neuro-Deductive Program Synthesis"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1906.02427","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":"sha256:82f3e6d98df26852ab9c626e5865c5e97349f018914539a383ea9de161825d0e","target":"record","created_at":"2026-05-17T23:44:01Z","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":"7d703ffc192242de5651a9e5112ae271175b10221fe8119d1d6e5e92971f0f32","cross_cats_sorted":["cs.LG","cs.LO"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2019-06-06T05:48:21Z","title_canon_sha256":"afba0f64a27456c61c06292ce9bad79c5f11eb8acf45df7ec2cff6eb377d29fc"},"schema_version":"1.0","source":{"id":"1906.02427","kind":"arxiv","version":1}},"canonical_sha256":"07fb447144a2eb39873ed05b444848f89030fb6b2bb90ed2f16b86c4ecc671c2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"07fb447144a2eb39873ed05b444848f89030fb6b2bb90ed2f16b86c4ecc671c2","first_computed_at":"2026-05-17T23:44:01.237058Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:44:01.237058Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"dbnroIXK0073gpItn6nO/1JmKhR6PBTKehdPT9SClkIjyqdVCjT2JLLy8i6RrUZVGmC4XvVAk9P3trM1NWAKBQ==","signature_status":"signed_v1","signed_at":"2026-05-17T23:44:01.237730Z","signed_message":"canonical_sha256_bytes"},"source_id":"1906.02427","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:82f3e6d98df26852ab9c626e5865c5e97349f018914539a383ea9de161825d0e","sha256:59e7377b767d799119910db59009f2b6e54af6a68f5b8299320ab10959cda203"],"state_sha256":"2f3241cf3569c05ef019b99e26ca4e041519e01b3be9ecf1e73fedb3079a21a6"}