{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2018:2LUUOQYQVEWRS5H6WTWRMO3NNP","short_pith_number":"pith:2LUUOQYQ","canonical_record":{"source":{"id":"1801.02068","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.data-an","submitted_at":"2018-01-06T19:06:15Z","cross_cats_sorted":["cs.AI","cs.LO","q-bio.QM"],"title_canon_sha256":"cd8445ead581afbbcd04b29dcc1fc330f1e0bc2060f81c34c8f761ca42b048d0","abstract_canon_sha256":"16e64eb9c0af4d371a6a01fc16ad15d3c2e5207e6b0ef2d084ed036e00eb7465"},"schema_version":"1.0"},"canonical_sha256":"d2e9474310a92d1974feb4ed163b6d6bf5e1a9319ae923ee74512f799a04d7ec","source":{"kind":"arxiv","id":"1801.02068","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1801.02068","created_at":"2026-05-18T00:26:34Z"},{"alias_kind":"arxiv_version","alias_value":"1801.02068v1","created_at":"2026-05-18T00:26:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1801.02068","created_at":"2026-05-18T00:26:34Z"},{"alias_kind":"pith_short_12","alias_value":"2LUUOQYQVEWR","created_at":"2026-05-18T12:32:02Z"},{"alias_kind":"pith_short_16","alias_value":"2LUUOQYQVEWRS5H6","created_at":"2026-05-18T12:32:02Z"},{"alias_kind":"pith_short_8","alias_value":"2LUUOQYQ","created_at":"2026-05-18T12:32:02Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2018:2LUUOQYQVEWRS5H6WTWRMO3NNP","target":"record","payload":{"canonical_record":{"source":{"id":"1801.02068","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.data-an","submitted_at":"2018-01-06T19:06:15Z","cross_cats_sorted":["cs.AI","cs.LO","q-bio.QM"],"title_canon_sha256":"cd8445ead581afbbcd04b29dcc1fc330f1e0bc2060f81c34c8f761ca42b048d0","abstract_canon_sha256":"16e64eb9c0af4d371a6a01fc16ad15d3c2e5207e6b0ef2d084ed036e00eb7465"},"schema_version":"1.0"},"canonical_sha256":"d2e9474310a92d1974feb4ed163b6d6bf5e1a9319ae923ee74512f799a04d7ec","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:26:34.990611Z","signature_b64":"3/t/cH9uycLl7465M3PjQPCfjqd+2DL5x5jkJsYWTjcMm40uiG5s1nSJjAfj4whkZKWBUtXRsC5qenirUY51BA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"d2e9474310a92d1974feb4ed163b6d6bf5e1a9319ae923ee74512f799a04d7ec","last_reissued_at":"2026-05-18T00:26:34.989977Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:26:34.989977Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1801.02068","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-18T00:26:34Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"vIdskPMUd5g11fjYRQdsXqflS2R/32o6EK1sAhyzm5b4YbzZn0J2ttDwGvAr+aDzi1kTHEVD935CiVjJ5WlNCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-29T15:55:00.850968Z"},"content_sha256":"0db840ee240e434124c1e43dfdc46ab9f44bfbc1c290af5e6a1056556179f5de","schema_version":"1.0","event_id":"sha256:0db840ee240e434124c1e43dfdc46ab9f44bfbc1c290af5e6a1056556179f5de"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2018:2LUUOQYQVEWRS5H6WTWRMO3NNP","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"On the inherent competition between valid and spurious inductive inferences in Boolean data","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.LO","q-bio.QM"],"primary_cat":"physics.data-an","authors_text":"M. Andrecut","submitted_at":"2018-01-06T19:06:15Z","abstract_excerpt":"Inductive inference is the process of extracting general rules from specific observations. This problem also arises in the analysis of biological networks, such as genetic regulatory networks, where the interactions are complex and the observations are incomplete. A typical task in these problems is to extract general interaction rules as combinations of Boolean covariates, that explain a measured response variable. The inductive inference process can be considered as an incompletely specified Boolean function synthesis problem. This incompleteness of the problem will also generate spurious in"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1801.02068","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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-18T00:26:34Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3wO/egNHkvjQXYBW70Qmj/OPk+y137zmyE6TncsWzXH/0WAIA0HlVQmrYVnsT31IV7tSevAtFq5ceEIIi/4fDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-29T15:55:00.851335Z"},"content_sha256":"e08afd1262f66648c1dbc1e0fd3c8cb5ce43cdc8ef70d84dfe946444a58f7eaa","schema_version":"1.0","event_id":"sha256:e08afd1262f66648c1dbc1e0fd3c8cb5ce43cdc8ef70d84dfe946444a58f7eaa"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/2LUUOQYQVEWRS5H6WTWRMO3NNP/bundle.json","state_url":"https://pith.science/pith/2LUUOQYQVEWRS5H6WTWRMO3NNP/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/2LUUOQYQVEWRS5H6WTWRMO3NNP/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-05-29T15:55:00Z","links":{"resolver":"https://pith.science/pith/2LUUOQYQVEWRS5H6WTWRMO3NNP","bundle":"https://pith.science/pith/2LUUOQYQVEWRS5H6WTWRMO3NNP/bundle.json","state":"https://pith.science/pith/2LUUOQYQVEWRS5H6WTWRMO3NNP/state.json","well_known_bundle":"https://pith.science/.well-known/pith/2LUUOQYQVEWRS5H6WTWRMO3NNP/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:2LUUOQYQVEWRS5H6WTWRMO3NNP","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":"16e64eb9c0af4d371a6a01fc16ad15d3c2e5207e6b0ef2d084ed036e00eb7465","cross_cats_sorted":["cs.AI","cs.LO","q-bio.QM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.data-an","submitted_at":"2018-01-06T19:06:15Z","title_canon_sha256":"cd8445ead581afbbcd04b29dcc1fc330f1e0bc2060f81c34c8f761ca42b048d0"},"schema_version":"1.0","source":{"id":"1801.02068","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1801.02068","created_at":"2026-05-18T00:26:34Z"},{"alias_kind":"arxiv_version","alias_value":"1801.02068v1","created_at":"2026-05-18T00:26:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1801.02068","created_at":"2026-05-18T00:26:34Z"},{"alias_kind":"pith_short_12","alias_value":"2LUUOQYQVEWR","created_at":"2026-05-18T12:32:02Z"},{"alias_kind":"pith_short_16","alias_value":"2LUUOQYQVEWRS5H6","created_at":"2026-05-18T12:32:02Z"},{"alias_kind":"pith_short_8","alias_value":"2LUUOQYQ","created_at":"2026-05-18T12:32:02Z"}],"graph_snapshots":[{"event_id":"sha256:e08afd1262f66648c1dbc1e0fd3c8cb5ce43cdc8ef70d84dfe946444a58f7eaa","target":"graph","created_at":"2026-05-18T00:26:34Z","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":"Inductive inference is the process of extracting general rules from specific observations. This problem also arises in the analysis of biological networks, such as genetic regulatory networks, where the interactions are complex and the observations are incomplete. A typical task in these problems is to extract general interaction rules as combinations of Boolean covariates, that explain a measured response variable. The inductive inference process can be considered as an incompletely specified Boolean function synthesis problem. This incompleteness of the problem will also generate spurious in","authors_text":"M. Andrecut","cross_cats":["cs.AI","cs.LO","q-bio.QM"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.data-an","submitted_at":"2018-01-06T19:06:15Z","title":"On the inherent competition between valid and spurious inductive inferences in Boolean data"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1801.02068","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":"sha256:0db840ee240e434124c1e43dfdc46ab9f44bfbc1c290af5e6a1056556179f5de","target":"record","created_at":"2026-05-18T00:26:34Z","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":"16e64eb9c0af4d371a6a01fc16ad15d3c2e5207e6b0ef2d084ed036e00eb7465","cross_cats_sorted":["cs.AI","cs.LO","q-bio.QM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.data-an","submitted_at":"2018-01-06T19:06:15Z","title_canon_sha256":"cd8445ead581afbbcd04b29dcc1fc330f1e0bc2060f81c34c8f761ca42b048d0"},"schema_version":"1.0","source":{"id":"1801.02068","kind":"arxiv","version":1}},"canonical_sha256":"d2e9474310a92d1974feb4ed163b6d6bf5e1a9319ae923ee74512f799a04d7ec","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d2e9474310a92d1974feb4ed163b6d6bf5e1a9319ae923ee74512f799a04d7ec","first_computed_at":"2026-05-18T00:26:34.989977Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:26:34.989977Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"3/t/cH9uycLl7465M3PjQPCfjqd+2DL5x5jkJsYWTjcMm40uiG5s1nSJjAfj4whkZKWBUtXRsC5qenirUY51BA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:26:34.990611Z","signed_message":"canonical_sha256_bytes"},"source_id":"1801.02068","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0db840ee240e434124c1e43dfdc46ab9f44bfbc1c290af5e6a1056556179f5de","sha256:e08afd1262f66648c1dbc1e0fd3c8cb5ce43cdc8ef70d84dfe946444a58f7eaa"],"state_sha256":"22bd1edb8b187d64492b6823e7c5f2cc9d25dc91ebb2b98a4b1e52bb16e3a8e6"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"mmO72gbHxyjyqAPxJpKFnwwYRAfN+VK8WUd3hprdQ9rMfoNJPpShqYN1EMZdOxI+bsz5dS5GCkC2D5mc9+BnDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-29T15:55:00.853512Z","bundle_sha256":"0149035b15e1ddafe9033b2ac2cbe730d650dda196ab664678e079c415f196be"}}