{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:U4FV2L2IEF6LOTKTEZMBZGAEM4","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":"2f5c298d1126ae321ce5da94b0383248aef91f5e35398f1aed38b1d5d4132e15","cross_cats_sorted":["cs.MM"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2024-06-03T15:42:30Z","title_canon_sha256":"ad1798cc82dc694eef835e908656606382411022cf9d541de371917e12cc7794"},"schema_version":"1.0","source":{"id":"2406.01451","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.01451","created_at":"2026-07-05T08:26:40Z"},{"alias_kind":"arxiv_version","alias_value":"2406.01451v1","created_at":"2026-07-05T08:26:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.01451","created_at":"2026-07-05T08:26:40Z"},{"alias_kind":"pith_short_12","alias_value":"U4FV2L2IEF6L","created_at":"2026-07-05T08:26:40Z"},{"alias_kind":"pith_short_16","alias_value":"U4FV2L2IEF6LOTKT","created_at":"2026-07-05T08:26:40Z"},{"alias_kind":"pith_short_8","alias_value":"U4FV2L2I","created_at":"2026-07-05T08:26:40Z"}],"graph_snapshots":[{"event_id":"sha256:f50345ca41224f65fc5ec8787608e6132296eba9f9ae153551c0a79782db5158","target":"graph","created_at":"2026-07-05T08:26:40Z","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/2406.01451/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this paper, we introduce SemiRES, a semi-supervised framework that effectively leverages a combination of labeled and unlabeled data to perform RES. A significant hurdle in applying semi-supervised techniques to RES is the prevalence of noisy pseudo-labels, particularly at the boundaries of objects. SemiRES incorporates the Segment Anything Model (SAM), renowned for its precise boundary demarcation, to improve the accuracy of these pseudo-labels. Within SemiRES, we offer two alternative matching strategies: IoU-based Optimal Matching (IOM) and Composite Parts Integration (CPI). These strate","authors_text":"Danni Yang, Haowei Wang, Jiayi Ji, Rongrong Ji, Tianyu Guo, Xiaoshuai Sun, Yiwei Ma","cross_cats":["cs.MM"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2024-06-03T15:42:30Z","title":"SAM as the Guide: Mastering Pseudo-Label Refinement in Semi-Supervised Referring Expression Segmentation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.01451","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:f6658445193d11e14a737096fa4fdccdccc2c1c467e7eb815cb29d6399be738f","target":"record","created_at":"2026-07-05T08:26:40Z","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":"2f5c298d1126ae321ce5da94b0383248aef91f5e35398f1aed38b1d5d4132e15","cross_cats_sorted":["cs.MM"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2024-06-03T15:42:30Z","title_canon_sha256":"ad1798cc82dc694eef835e908656606382411022cf9d541de371917e12cc7794"},"schema_version":"1.0","source":{"id":"2406.01451","kind":"arxiv","version":1}},"canonical_sha256":"a70b5d2f48217cb74d5326581c9804671b6360a4dd90d6e4a933917d6f7e8584","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a70b5d2f48217cb74d5326581c9804671b6360a4dd90d6e4a933917d6f7e8584","first_computed_at":"2026-07-05T08:26:40.020085Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:26:40.020085Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"VQXEs3pW2Ox7L6darL0nZA8Sw0W/+fo+W0Pl2AiE7TGeRujo37k71rUddi7X/26Px5gbnPMvJhD+1MDQZVpPBg==","signature_status":"signed_v1","signed_at":"2026-07-05T08:26:40.020583Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.01451","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f6658445193d11e14a737096fa4fdccdccc2c1c467e7eb815cb29d6399be738f","sha256:f50345ca41224f65fc5ec8787608e6132296eba9f9ae153551c0a79782db5158"],"state_sha256":"71bdd37a5493d3b742dbe1c01916c60960fa22112cb593f5379a5aabb09dad46"}