{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:PZIWNOX23QASG7NDTDKZZRZVUO","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":"3a5699403821b3d51f72ce0fd47fbfb75aa3b02adfa86f5411f270c172eb3de4","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-11-24T14:57:43Z","title_canon_sha256":"fba85cef3228725f2c31850c0e805f3e640d8301bf1fee39d1a5af331a09e7d4"},"schema_version":"1.0","source":{"id":"1911.10544","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1911.10544","created_at":"2026-07-05T00:21:40Z"},{"alias_kind":"arxiv_version","alias_value":"1911.10544v1","created_at":"2026-07-05T00:21:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1911.10544","created_at":"2026-07-05T00:21:40Z"},{"alias_kind":"pith_short_12","alias_value":"PZIWNOX23QAS","created_at":"2026-07-05T00:21:40Z"},{"alias_kind":"pith_short_16","alias_value":"PZIWNOX23QASG7ND","created_at":"2026-07-05T00:21:40Z"},{"alias_kind":"pith_short_8","alias_value":"PZIWNOX2","created_at":"2026-07-05T00:21:40Z"}],"graph_snapshots":[{"event_id":"sha256:755bfa4be76dc166d7fcf5439817d87e6d353e99816f95b09df72b81f0e437af","target":"graph","created_at":"2026-07-05T00:21:40Z","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"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/1911.10544/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Discriminative feature representation of person image is important for person re-identification (Re-ID) task. Recently, attributes have been demonstrated beneficially in guiding for learning more discriminative feature representations for Re-ID. As attributes normally co-occur in person images, it is desirable to model the attribute dependencies to improve the attribute prediction and thus Re-ID results. In this paper, we propose to model these attribute dependencies via a novel attribute knowledge graph (AttKG), and propose a novel Attribute Knowledge Graph Convolutional Network (AttKGCN) to ","authors_text":"Bo Jiang, Jin Tang, Xixi Wang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-11-24T14:57:43Z","title":"AttKGCN: Attribute Knowledge Graph Convolutional Network for Person Re-identification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1911.10544","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:ca4a5136cdbc8aa1ccd6e2dc9a542ec8e1d1910aa8d297fc4806ea03e1b8d33e","target":"record","created_at":"2026-07-05T00:21:40Z","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":"3a5699403821b3d51f72ce0fd47fbfb75aa3b02adfa86f5411f270c172eb3de4","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-11-24T14:57:43Z","title_canon_sha256":"fba85cef3228725f2c31850c0e805f3e640d8301bf1fee39d1a5af331a09e7d4"},"schema_version":"1.0","source":{"id":"1911.10544","kind":"arxiv","version":1}},"canonical_sha256":"7e5166bafadc01237da398d59cc735a3a49a4b701875870f0eafbfca4f76b5ff","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7e5166bafadc01237da398d59cc735a3a49a4b701875870f0eafbfca4f76b5ff","first_computed_at":"2026-07-05T00:21:40.966599Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:21:40.966599Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"R3twHsnXNcYJIZ3EGa0Rx9WyWzjjcwnqjFiRSbE2MSz4RMKaRY38lg38n63CsBDFrjpb6NRBu95lT+QODhXqAA==","signature_status":"signed_v1","signed_at":"2026-07-05T00:21:40.967057Z","signed_message":"canonical_sha256_bytes"},"source_id":"1911.10544","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ca4a5136cdbc8aa1ccd6e2dc9a542ec8e1d1910aa8d297fc4806ea03e1b8d33e","sha256:755bfa4be76dc166d7fcf5439817d87e6d353e99816f95b09df72b81f0e437af"],"state_sha256":"a0840fe3b1c5d68b7352fc3c8afaed17e1e91603276e007064cf33f487b6dada"}