{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:S2XIGZYI76JA4LNLBQ7I7FASZ6","short_pith_number":"pith:S2XIGZYI","canonical_record":{"source":{"id":"2409.04356","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-09-06T15:40:47Z","cross_cats_sorted":[],"title_canon_sha256":"9bdcfc76dee375add8c5fe69888eda5da63b6efb1e09c8d306bd3b45578a968f","abstract_canon_sha256":"77c44364d6603c85b4ae02fc6e88ef8e8bcc8001c94d41aafc313bf5fa284574"},"schema_version":"1.0"},"canonical_sha256":"96ae836708ff920e2dab0c3e8f9412cf92d375ca0a5f3dedb1f19f0dcd783aa7","source":{"kind":"arxiv","id":"2409.04356","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.04356","created_at":"2026-07-05T09:08:49Z"},{"alias_kind":"arxiv_version","alias_value":"2409.04356v2","created_at":"2026-07-05T09:08:49Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.04356","created_at":"2026-07-05T09:08:49Z"},{"alias_kind":"pith_short_12","alias_value":"S2XIGZYI76JA","created_at":"2026-07-05T09:08:49Z"},{"alias_kind":"pith_short_16","alias_value":"S2XIGZYI76JA4LNL","created_at":"2026-07-05T09:08:49Z"},{"alias_kind":"pith_short_8","alias_value":"S2XIGZYI","created_at":"2026-07-05T09:08:49Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:S2XIGZYI76JA4LNLBQ7I7FASZ6","target":"record","payload":{"canonical_record":{"source":{"id":"2409.04356","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-09-06T15:40:47Z","cross_cats_sorted":[],"title_canon_sha256":"9bdcfc76dee375add8c5fe69888eda5da63b6efb1e09c8d306bd3b45578a968f","abstract_canon_sha256":"77c44364d6603c85b4ae02fc6e88ef8e8bcc8001c94d41aafc313bf5fa284574"},"schema_version":"1.0"},"canonical_sha256":"96ae836708ff920e2dab0c3e8f9412cf92d375ca0a5f3dedb1f19f0dcd783aa7","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:08:49.213728Z","signature_b64":"EgtwAQuvVk2tSds0duKEPBqZGe19KoEgZVcGzMisLFCfKhI58eUy2wj1i5VceLPiIwPHw7nz7FdPLcO++QZoAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"96ae836708ff920e2dab0c3e8f9412cf92d375ca0a5f3dedb1f19f0dcd783aa7","last_reissued_at":"2026-07-05T09:08:49.213163Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:08:49.213163Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2409.04356","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:08:49Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"iusA3WGRsVgeHPdmPh4eHy0jX7fiwJaup8CUI0EbSVxc/M4diu5wNzumPF2St5QTju3/xmpS/Atg8VjTNLawCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T10:23:54.062230Z"},"content_sha256":"eb095173683cdb1b394d0e882f764ab400c768c82678d254694793f972d20945","schema_version":"1.0","event_id":"sha256:eb095173683cdb1b394d0e882f764ab400c768c82678d254694793f972d20945"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:S2XIGZYI76JA4LNLBQ7I7FASZ6","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Serp-Mamba: Advancing High-Resolution Retinal Vessel Segmentation with Selective State-Space Model","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Bin Sheng, Guang Yang, Haoyu Zhao, Hongqiu Wang, Huazhu Fu, Huihui Xu, Lei Zhu, Wu Chen, Yixian Chen","submitted_at":"2024-09-06T15:40:47Z","abstract_excerpt":"Ultra-Wide-Field Scanning Laser Ophthalmoscopy (UWF-SLO) images capture high-resolution views of the retina with typically 200 spanning degrees. Accurate segmentation of vessels in UWF-SLO images is essential for detecting and diagnosing fundus disease. Recent studies have revealed that the selective State Space Model (SSM) in Mamba performs well in modeling long-range dependencies, which is crucial for capturing the continuity of elongated vessel structures. Inspired by this, we propose the first Serpentine Mamba (Serp-Mamba) network to address this challenging task. Specifically, we recogniz"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.04356","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2409.04356/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:08:49Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"7O32Y7OTnaI+Cm/hvfDfXQ79Qz7za6IX89Vlmfjhz5fcSN8N9HLt9Evgl3XYF+pmlDvdUX2XR4KLCvMmKuHfBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T10:23:54.062748Z"},"content_sha256":"567fa4f6f868f1b93fe611d9abe8112fb7dda462a1ec0f4c4035cf013714efdc","schema_version":"1.0","event_id":"sha256:567fa4f6f868f1b93fe611d9abe8112fb7dda462a1ec0f4c4035cf013714efdc"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/S2XIGZYI76JA4LNLBQ7I7FASZ6/bundle.json","state_url":"https://pith.science/pith/S2XIGZYI76JA4LNLBQ7I7FASZ6/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/S2XIGZYI76JA4LNLBQ7I7FASZ6/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-08T10:23:54Z","links":{"resolver":"https://pith.science/pith/S2XIGZYI76JA4LNLBQ7I7FASZ6","bundle":"https://pith.science/pith/S2XIGZYI76JA4LNLBQ7I7FASZ6/bundle.json","state":"https://pith.science/pith/S2XIGZYI76JA4LNLBQ7I7FASZ6/state.json","well_known_bundle":"https://pith.science/.well-known/pith/S2XIGZYI76JA4LNLBQ7I7FASZ6/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:S2XIGZYI76JA4LNLBQ7I7FASZ6","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":"77c44364d6603c85b4ae02fc6e88ef8e8bcc8001c94d41aafc313bf5fa284574","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-09-06T15:40:47Z","title_canon_sha256":"9bdcfc76dee375add8c5fe69888eda5da63b6efb1e09c8d306bd3b45578a968f"},"schema_version":"1.0","source":{"id":"2409.04356","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.04356","created_at":"2026-07-05T09:08:49Z"},{"alias_kind":"arxiv_version","alias_value":"2409.04356v2","created_at":"2026-07-05T09:08:49Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.04356","created_at":"2026-07-05T09:08:49Z"},{"alias_kind":"pith_short_12","alias_value":"S2XIGZYI76JA","created_at":"2026-07-05T09:08:49Z"},{"alias_kind":"pith_short_16","alias_value":"S2XIGZYI76JA4LNL","created_at":"2026-07-05T09:08:49Z"},{"alias_kind":"pith_short_8","alias_value":"S2XIGZYI","created_at":"2026-07-05T09:08:49Z"}],"graph_snapshots":[{"event_id":"sha256:567fa4f6f868f1b93fe611d9abe8112fb7dda462a1ec0f4c4035cf013714efdc","target":"graph","created_at":"2026-07-05T09:08:49Z","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/2409.04356/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Ultra-Wide-Field Scanning Laser Ophthalmoscopy (UWF-SLO) images capture high-resolution views of the retina with typically 200 spanning degrees. Accurate segmentation of vessels in UWF-SLO images is essential for detecting and diagnosing fundus disease. Recent studies have revealed that the selective State Space Model (SSM) in Mamba performs well in modeling long-range dependencies, which is crucial for capturing the continuity of elongated vessel structures. Inspired by this, we propose the first Serpentine Mamba (Serp-Mamba) network to address this challenging task. Specifically, we recogniz","authors_text":"Bin Sheng, Guang Yang, Haoyu Zhao, Hongqiu Wang, Huazhu Fu, Huihui Xu, Lei Zhu, Wu Chen, Yixian Chen","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-09-06T15:40:47Z","title":"Serp-Mamba: Advancing High-Resolution Retinal Vessel Segmentation with Selective State-Space Model"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.04356","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:eb095173683cdb1b394d0e882f764ab400c768c82678d254694793f972d20945","target":"record","created_at":"2026-07-05T09:08:49Z","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":"77c44364d6603c85b4ae02fc6e88ef8e8bcc8001c94d41aafc313bf5fa284574","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-09-06T15:40:47Z","title_canon_sha256":"9bdcfc76dee375add8c5fe69888eda5da63b6efb1e09c8d306bd3b45578a968f"},"schema_version":"1.0","source":{"id":"2409.04356","kind":"arxiv","version":2}},"canonical_sha256":"96ae836708ff920e2dab0c3e8f9412cf92d375ca0a5f3dedb1f19f0dcd783aa7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"96ae836708ff920e2dab0c3e8f9412cf92d375ca0a5f3dedb1f19f0dcd783aa7","first_computed_at":"2026-07-05T09:08:49.213163Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:08:49.213163Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"EgtwAQuvVk2tSds0duKEPBqZGe19KoEgZVcGzMisLFCfKhI58eUy2wj1i5VceLPiIwPHw7nz7FdPLcO++QZoAA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:08:49.213728Z","signed_message":"canonical_sha256_bytes"},"source_id":"2409.04356","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:eb095173683cdb1b394d0e882f764ab400c768c82678d254694793f972d20945","sha256:567fa4f6f868f1b93fe611d9abe8112fb7dda462a1ec0f4c4035cf013714efdc"],"state_sha256":"fe28149a601dd8649934dbf2990ef87d7c1b9cbd63f7792feb58b2b474395512"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"bJDo7wxmd81lhzPZp0uXgEb3bmUP698uve0xqgmT57YLLnJitPCctDWgkvR4dsXF8Ye13izKmJAYA4cz64woAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T10:23:54.066739Z","bundle_sha256":"2f8203ae3ae17dfcf06cc7d2da2eb4b210a3947ffc1825528a09c1dafd431a45"}}