{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:W5GYFTY5NIIGPYDCZLVAOMCEBX","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":"9b9f741ecde23d435f214ba1e9b3b71a7e58d444d5884159e1e437e892335591","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-01-19T06:11:02Z","title_canon_sha256":"d6a04d92d71c76445921b907a534f6aeb55e54f141dda3133d2ff5f570732d3c"},"schema_version":"1.0","source":{"id":"2501.10957","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.10957","created_at":"2026-07-05T10:13:07Z"},{"alias_kind":"arxiv_version","alias_value":"2501.10957v2","created_at":"2026-07-05T10:13:07Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.10957","created_at":"2026-07-05T10:13:07Z"},{"alias_kind":"pith_short_12","alias_value":"W5GYFTY5NIIG","created_at":"2026-07-05T10:13:07Z"},{"alias_kind":"pith_short_16","alias_value":"W5GYFTY5NIIGPYDC","created_at":"2026-07-05T10:13:07Z"},{"alias_kind":"pith_short_8","alias_value":"W5GYFTY5","created_at":"2026-07-05T10:13:07Z"}],"graph_snapshots":[{"event_id":"sha256:4626370d6c6d125b2670fa7ec84cc74a70ccdf1745f79ae450d2a5271074d2eb","target":"graph","created_at":"2026-07-05T10:13:07Z","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/2501.10957/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Existing polyp segmentation models are limited by high labeling costs and the small size of datasets. Additionally, vast polyp datasets remain underutilized because these models typically rely on a single type of annotation. To address this dilemma, we introduce MARIO, a mixed supervision model designed to accommodate various annotation types, significantly expanding the range of usable data. MARIO learns from underutilized datasets by incorporating five forms of supervision: pixel-level, box-level, polygon-level, scribblelevel, and point-level. Each form of supervision is associated with a ta","authors_text":"Haoyang Li, Jun Wei, Yiwen Hu, Zhen Li","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-01-19T06:11:02Z","title":"MARIO: A Mixed Annotation Framework For Polyp Segmentation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.10957","kind":"arxiv","version":2},"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":"sha256:103d984e52f4f3632212421921bf998f0a33512c2149106ec3b6ea5f7b837e5c","target":"record","created_at":"2026-07-05T10:13:07Z","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":"9b9f741ecde23d435f214ba1e9b3b71a7e58d444d5884159e1e437e892335591","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-01-19T06:11:02Z","title_canon_sha256":"d6a04d92d71c76445921b907a534f6aeb55e54f141dda3133d2ff5f570732d3c"},"schema_version":"1.0","source":{"id":"2501.10957","kind":"arxiv","version":2}},"canonical_sha256":"b74d82cf1d6a1067e062caea0730440df8293a96d338df88c1a95fa971269bd3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b74d82cf1d6a1067e062caea0730440df8293a96d338df88c1a95fa971269bd3","first_computed_at":"2026-07-05T10:13:07.391991Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:13:07.391991Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Z6egTSyWhQ0nFaZ6URZbNI/cIQ7sjHJ+e/pmfLfIJOruJexx6NOvXKRq3EAMjVNAQByXYWi3U/UyIpLQ55nyBg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:13:07.392413Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.10957","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:103d984e52f4f3632212421921bf998f0a33512c2149106ec3b6ea5f7b837e5c","sha256:4626370d6c6d125b2670fa7ec84cc74a70ccdf1745f79ae450d2a5271074d2eb"],"state_sha256":"cccff0886c1935fa21a188230d1c8d1db7d8ac91d58c720b61bcbf57dba21fc1"}