{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:7BUVADE7CHKTSHTTGQTSOUHTXJ","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":"a124fac280536c2c6939ef5e90e369ab789ca0d5d9031b52376a96131237cd68","cross_cats_sorted":["cs.MM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-10-20T14:52:34Z","title_canon_sha256":"724cc2f3cda132bb0b25da5d8308cb5386dcefa64c79b932c486adb8967a7856"},"schema_version":"1.0","source":{"id":"2210.11319","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2210.11319","created_at":"2026-07-05T05:08:46Z"},{"alias_kind":"arxiv_version","alias_value":"2210.11319v1","created_at":"2026-07-05T05:08:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2210.11319","created_at":"2026-07-05T05:08:46Z"},{"alias_kind":"pith_short_12","alias_value":"7BUVADE7CHKT","created_at":"2026-07-05T05:08:46Z"},{"alias_kind":"pith_short_16","alias_value":"7BUVADE7CHKTSHTT","created_at":"2026-07-05T05:08:46Z"},{"alias_kind":"pith_short_8","alias_value":"7BUVADE7","created_at":"2026-07-05T05:08:46Z"}],"graph_snapshots":[{"event_id":"sha256:29ae3aa141f009b3e28cc67f725549adcdf3854a56486f399874425f4b3fcb89","target":"graph","created_at":"2026-07-05T05:08:46Z","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/2210.11319/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Most image-text retrieval work adopts binary labels indicating whether a pair of image and text matches or not. Such a binary indicator covers only a limited subset of image-text semantic relations, which is insufficient to represent relevance degrees between images and texts described by continuous labels such as image captions. The visual-semantic embedding space obtained by learning binary labels is incoherent and cannot fully characterize the relevance degrees. In addition to the use of binary labels, this paper further incorporates continuous pseudo labels (generally approximated by text ","authors_text":"Caili Guo, Jenq-Neng Hwang, Ying Jin, Yufeng Zhang, Zerun Feng, Zheng Li","cross_cats":["cs.MM"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-10-20T14:52:34Z","title":"Image-Text Retrieval with Binary and Continuous Label Supervision"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2210.11319","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":"sha256:54facea9a76e8740f73a8f2aaf5dd0c1d4e0faa6428bde21d9da504c5eaba768","target":"record","created_at":"2026-07-05T05:08:46Z","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":"a124fac280536c2c6939ef5e90e369ab789ca0d5d9031b52376a96131237cd68","cross_cats_sorted":["cs.MM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-10-20T14:52:34Z","title_canon_sha256":"724cc2f3cda132bb0b25da5d8308cb5386dcefa64c79b932c486adb8967a7856"},"schema_version":"1.0","source":{"id":"2210.11319","kind":"arxiv","version":1}},"canonical_sha256":"f869500c9f11d5391e7334272750f3ba701add473a68a33c948a1a803f384767","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f869500c9f11d5391e7334272750f3ba701add473a68a33c948a1a803f384767","first_computed_at":"2026-07-05T05:08:46.987899Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:08:46.987899Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"VDYTsR957k14LJMPJOLNJDrKxw+YMVyFY85ON8cq9WFBT9ErHErK+Nb4A1y/X3u0kjoig8+jYtHlT7nzhHPtAg==","signature_status":"signed_v1","signed_at":"2026-07-05T05:08:46.988277Z","signed_message":"canonical_sha256_bytes"},"source_id":"2210.11319","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:54facea9a76e8740f73a8f2aaf5dd0c1d4e0faa6428bde21d9da504c5eaba768","sha256:29ae3aa141f009b3e28cc67f725549adcdf3854a56486f399874425f4b3fcb89"],"state_sha256":"2b20159b2523bd1464b001068e69d5b3574b88a735621e4e85dca1d56fa086a7"}