{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:CJKKBSLH3DHRB4NE6ZWRR72GYQ","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":"b88d6192ea1db27aa54642b1f7bc67604ab6245a0633beccd349d6479b697b4d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-03-08T08:53:02Z","title_canon_sha256":"3b28c9f186b4e2eeb5d20b0ba0d3c47667dca3e53e0b228f140550b270a05361"},"schema_version":"1.0","source":{"id":"1903.03326","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1903.03326","created_at":"2026-05-17T23:51:45Z"},{"alias_kind":"arxiv_version","alias_value":"1903.03326v1","created_at":"2026-05-17T23:51:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1903.03326","created_at":"2026-05-17T23:51:45Z"},{"alias_kind":"pith_short_12","alias_value":"CJKKBSLH3DHR","created_at":"2026-05-18T12:33:15Z"},{"alias_kind":"pith_short_16","alias_value":"CJKKBSLH3DHRB4NE","created_at":"2026-05-18T12:33:15Z"},{"alias_kind":"pith_short_8","alias_value":"CJKKBSLH","created_at":"2026-05-18T12:33:15Z"}],"graph_snapshots":[{"event_id":"sha256:419b5b6cd5833feb84b051a2327417071de93933251425ed04ff53f875190de7","target":"graph","created_at":"2026-05-17T23:51:45Z","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":"To understand a scene in depth not only involves locating/recognizing individual objects, but also requires to infer the relationships and interactions among them. However, since the distribution of real-world relationships is seriously unbalanced, existing methods perform quite poorly for the less frequent relationships. In this work, we find that the statistical correlations between object pairs and their relationships can effectively regularize semantic space and make prediction less ambiguous, and thus well address the unbalanced distribution issue. To achieve this, we incorporate these st","authors_text":"Liang Lin, Riquan Chen, Tianshui Chen, Weihao Yu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-03-08T08:53:02Z","title":"Knowledge-Embedded Routing Network for Scene Graph Generation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1903.03326","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:f473115773791d2b5d03d3012f03cc0b1c72b91008ae77ccf0ebe21fb0e21950","target":"record","created_at":"2026-05-17T23:51:45Z","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":"b88d6192ea1db27aa54642b1f7bc67604ab6245a0633beccd349d6479b697b4d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-03-08T08:53:02Z","title_canon_sha256":"3b28c9f186b4e2eeb5d20b0ba0d3c47667dca3e53e0b228f140550b270a05361"},"schema_version":"1.0","source":{"id":"1903.03326","kind":"arxiv","version":1}},"canonical_sha256":"1254a0c967d8cf10f1a4f66d18ff46c43730f1ad5301262555359e5390a00c5e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1254a0c967d8cf10f1a4f66d18ff46c43730f1ad5301262555359e5390a00c5e","first_computed_at":"2026-05-17T23:51:45.811714Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:51:45.811714Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"fne6QtkqPf2MYW7bzaMEZmGdXrIcgGKNOaCpukhnRQSu83vvHJQ2DSBK8CQld+s40xoJAlmVdtkMnUiWEvf9DQ==","signature_status":"signed_v1","signed_at":"2026-05-17T23:51:45.812196Z","signed_message":"canonical_sha256_bytes"},"source_id":"1903.03326","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f473115773791d2b5d03d3012f03cc0b1c72b91008ae77ccf0ebe21fb0e21950","sha256:419b5b6cd5833feb84b051a2327417071de93933251425ed04ff53f875190de7"],"state_sha256":"3a88c9ddd9e9c184f44b14e9c62780549134b72ace7642278c7a0231aa8c32cd"}