{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:Q7UXZBJIR47MC53CIDSAJFELWY","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":"856410b5d016b8905f946bbf92e66214c564cd7c00108d834c7bf9388a68260b","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-11-12T18:27:00Z","title_canon_sha256":"cd231b6532251a5138e21be8c6fdfbc99e7a26162263dfb9b0a359a8149c5372"},"schema_version":"1.0","source":{"id":"2211.06719","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2211.06719","created_at":"2026-07-05T05:15:44Z"},{"alias_kind":"arxiv_version","alias_value":"2211.06719v1","created_at":"2026-07-05T05:15:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2211.06719","created_at":"2026-07-05T05:15:44Z"},{"alias_kind":"pith_short_12","alias_value":"Q7UXZBJIR47M","created_at":"2026-07-05T05:15:44Z"},{"alias_kind":"pith_short_16","alias_value":"Q7UXZBJIR47MC53C","created_at":"2026-07-05T05:15:44Z"},{"alias_kind":"pith_short_8","alias_value":"Q7UXZBJI","created_at":"2026-07-05T05:15:44Z"}],"graph_snapshots":[{"event_id":"sha256:b399cf87a641e32b066d245d937064cec28dccec4cf838adfa804c12dfe862af","target":"graph","created_at":"2026-07-05T05:15:44Z","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/2211.06719/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We present a novel bipartite graph reasoning Generative Adversarial Network (BiGraphGAN) for two challenging tasks: person pose and facial image synthesis. The proposed graph generator consists of two novel blocks that aim to model the pose-to-pose and pose-to-image relations, respectively. Specifically, the proposed bipartite graph reasoning (BGR) block aims to reason the long-range cross relations between the source and target pose in a bipartite graph, which mitigates some of the challenges caused by pose deformation. Moreover, we propose a new interaction-and-aggregation (IA) block to effe","authors_text":"Hao Tang, Ling Shao, Nicu Sebe, Philip H.S. Torr","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-11-12T18:27:00Z","title":"Bipartite Graph Reasoning GANs for Person Pose and Facial Image Synthesis"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2211.06719","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:a58e9f94b1ffa89f8f918bffd397cdcd494bf92c75b47e11ad8cf05aa4356027","target":"record","created_at":"2026-07-05T05:15:44Z","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":"856410b5d016b8905f946bbf92e66214c564cd7c00108d834c7bf9388a68260b","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-11-12T18:27:00Z","title_canon_sha256":"cd231b6532251a5138e21be8c6fdfbc99e7a26162263dfb9b0a359a8149c5372"},"schema_version":"1.0","source":{"id":"2211.06719","kind":"arxiv","version":1}},"canonical_sha256":"87e97c85288f3ec1776240e404948bb6138aa4912ec07fd4ed66ad61910398c9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"87e97c85288f3ec1776240e404948bb6138aa4912ec07fd4ed66ad61910398c9","first_computed_at":"2026-07-05T05:15:44.552372Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:15:44.552372Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"tg0kbHBfFJ1LzfXWSUjwlVror0M+fNSCpsjs7aGbOYBBLELLF/NyBYaJCnzVeWI475qJO8DbIqyhfiMs6aoEAg==","signature_status":"signed_v1","signed_at":"2026-07-05T05:15:44.552780Z","signed_message":"canonical_sha256_bytes"},"source_id":"2211.06719","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a58e9f94b1ffa89f8f918bffd397cdcd494bf92c75b47e11ad8cf05aa4356027","sha256:b399cf87a641e32b066d245d937064cec28dccec4cf838adfa804c12dfe862af"],"state_sha256":"1dc519ef122169917ebd88a30ae4b1ef8fc0803a3eceb6f5c127355f1d2e3881"}