{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:XYLQPVYQHIENWT3BQEMEZBUASZ","short_pith_number":"pith:XYLQPVYQ","canonical_record":{"source":{"id":"2311.11669","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-20T11:09:09Z","cross_cats_sorted":[],"title_canon_sha256":"350e5db1218e22f973f06bcac6e47024640b31fa12512a64aa5a270272b473a7","abstract_canon_sha256":"097500f67d97de3af2968bc767500eb9630ddff98c74957529fe85b0f7fac580"},"schema_version":"1.0"},"canonical_sha256":"be1707d7103a08db4f6181184c8680964aa9394f8307a07449c75c53d5b0fcae","source":{"kind":"arxiv","id":"2311.11669","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.11669","created_at":"2026-07-05T07:14:37Z"},{"alias_kind":"arxiv_version","alias_value":"2311.11669v1","created_at":"2026-07-05T07:14:37Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.11669","created_at":"2026-07-05T07:14:37Z"},{"alias_kind":"pith_short_12","alias_value":"XYLQPVYQHIEN","created_at":"2026-07-05T07:14:37Z"},{"alias_kind":"pith_short_16","alias_value":"XYLQPVYQHIENWT3B","created_at":"2026-07-05T07:14:37Z"},{"alias_kind":"pith_short_8","alias_value":"XYLQPVYQ","created_at":"2026-07-05T07:14:37Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:XYLQPVYQHIENWT3BQEMEZBUASZ","target":"record","payload":{"canonical_record":{"source":{"id":"2311.11669","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-20T11:09:09Z","cross_cats_sorted":[],"title_canon_sha256":"350e5db1218e22f973f06bcac6e47024640b31fa12512a64aa5a270272b473a7","abstract_canon_sha256":"097500f67d97de3af2968bc767500eb9630ddff98c74957529fe85b0f7fac580"},"schema_version":"1.0"},"canonical_sha256":"be1707d7103a08db4f6181184c8680964aa9394f8307a07449c75c53d5b0fcae","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:14:37.409977Z","signature_b64":"3RyxmFBz0P1oIyuyPeVPI9Woo21DwkMAEoXfCS0BW/KEf6CjylMqIouj9SntjTkJgdeD4+xOdE48Oqp/atAoAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"be1707d7103a08db4f6181184c8680964aa9394f8307a07449c75c53d5b0fcae","last_reissued_at":"2026-07-05T07:14:37.409496Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:14:37.409496Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2311.11669","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:14:37Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"FvbFvh+TVH5HguASA2WQsvkfJs/h4ptEbRV1WQlxHRZgCN6VcH1plXbtO8D7snzr956+kF3lVC1wIolVvQPiBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-31T14:25:32.583955Z"},"content_sha256":"89b524bbf3e143d6714ea5299b300669c8765eed5c234bd6bfc01a9b1ecef415","schema_version":"1.0","event_id":"sha256:89b524bbf3e143d6714ea5299b300669c8765eed5c234bd6bfc01a9b1ecef415"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:XYLQPVYQHIENWT3BQEMEZBUASZ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"PMP-Swin: Multi-Scale Patch Message Passing Swin Transformer for Retinal Disease Classification","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Shuai Wang, Shucheng He, Tengjin Weng, Xin Ye, Yaqi Wang, Zhihan Yang, Zhiming Cheng","submitted_at":"2023-11-20T11:09:09Z","abstract_excerpt":"Retinal disease is one of the primary causes of visual impairment, and early diagnosis is essential for preventing further deterioration. Nowadays, many works have explored Transformers for diagnosing diseases due to their strong visual representation capabilities. However, retinal diseases exhibit milder forms and often present with overlapping signs, which pose great difficulties for accurate multi-class classification. Therefore, we propose a new framework named Multi-Scale Patch Message Passing Swin Transformer for multi-class retinal disease classification. Specifically, we design a Patch"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.11669","kind":"arxiv","version":1},"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/2311.11669/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":"2026-07-05T07:14:37Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ux1HLeQ0KczHpy0O3kqjlDIXJUDXViR0iSy2Zmkitd8E5XVcqi0CyMCIja9erKzYD6a3Eq/GBFR8yszD75PACw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-31T14:25:32.584406Z"},"content_sha256":"70e4f2f407d8b55297731983bd01c54e2e71ab56628868b793764fa245672b13","schema_version":"1.0","event_id":"sha256:70e4f2f407d8b55297731983bd01c54e2e71ab56628868b793764fa245672b13"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/XYLQPVYQHIENWT3BQEMEZBUASZ/bundle.json","state_url":"https://pith.science/pith/XYLQPVYQHIENWT3BQEMEZBUASZ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/XYLQPVYQHIENWT3BQEMEZBUASZ/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":"2026-07-31T14:25:32Z","links":{"resolver":"https://pith.science/pith/XYLQPVYQHIENWT3BQEMEZBUASZ","bundle":"https://pith.science/pith/XYLQPVYQHIENWT3BQEMEZBUASZ/bundle.json","state":"https://pith.science/pith/XYLQPVYQHIENWT3BQEMEZBUASZ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/XYLQPVYQHIENWT3BQEMEZBUASZ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:XYLQPVYQHIENWT3BQEMEZBUASZ","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":"097500f67d97de3af2968bc767500eb9630ddff98c74957529fe85b0f7fac580","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-20T11:09:09Z","title_canon_sha256":"350e5db1218e22f973f06bcac6e47024640b31fa12512a64aa5a270272b473a7"},"schema_version":"1.0","source":{"id":"2311.11669","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.11669","created_at":"2026-07-05T07:14:37Z"},{"alias_kind":"arxiv_version","alias_value":"2311.11669v1","created_at":"2026-07-05T07:14:37Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.11669","created_at":"2026-07-05T07:14:37Z"},{"alias_kind":"pith_short_12","alias_value":"XYLQPVYQHIEN","created_at":"2026-07-05T07:14:37Z"},{"alias_kind":"pith_short_16","alias_value":"XYLQPVYQHIENWT3B","created_at":"2026-07-05T07:14:37Z"},{"alias_kind":"pith_short_8","alias_value":"XYLQPVYQ","created_at":"2026-07-05T07:14:37Z"}],"graph_snapshots":[{"event_id":"sha256:70e4f2f407d8b55297731983bd01c54e2e71ab56628868b793764fa245672b13","target":"graph","created_at":"2026-07-05T07:14:37Z","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/2311.11669/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Retinal disease is one of the primary causes of visual impairment, and early diagnosis is essential for preventing further deterioration. Nowadays, many works have explored Transformers for diagnosing diseases due to their strong visual representation capabilities. However, retinal diseases exhibit milder forms and often present with overlapping signs, which pose great difficulties for accurate multi-class classification. Therefore, we propose a new framework named Multi-Scale Patch Message Passing Swin Transformer for multi-class retinal disease classification. Specifically, we design a Patch","authors_text":"Shuai Wang, Shucheng He, Tengjin Weng, Xin Ye, Yaqi Wang, Zhihan Yang, Zhiming Cheng","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-20T11:09:09Z","title":"PMP-Swin: Multi-Scale Patch Message Passing Swin Transformer for Retinal Disease Classification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.11669","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":"sha256:89b524bbf3e143d6714ea5299b300669c8765eed5c234bd6bfc01a9b1ecef415","target":"record","created_at":"2026-07-05T07:14:37Z","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":"097500f67d97de3af2968bc767500eb9630ddff98c74957529fe85b0f7fac580","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-20T11:09:09Z","title_canon_sha256":"350e5db1218e22f973f06bcac6e47024640b31fa12512a64aa5a270272b473a7"},"schema_version":"1.0","source":{"id":"2311.11669","kind":"arxiv","version":1}},"canonical_sha256":"be1707d7103a08db4f6181184c8680964aa9394f8307a07449c75c53d5b0fcae","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"be1707d7103a08db4f6181184c8680964aa9394f8307a07449c75c53d5b0fcae","first_computed_at":"2026-07-05T07:14:37.409496Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:14:37.409496Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"3RyxmFBz0P1oIyuyPeVPI9Woo21DwkMAEoXfCS0BW/KEf6CjylMqIouj9SntjTkJgdeD4+xOdE48Oqp/atAoAw==","signature_status":"signed_v1","signed_at":"2026-07-05T07:14:37.409977Z","signed_message":"canonical_sha256_bytes"},"source_id":"2311.11669","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:89b524bbf3e143d6714ea5299b300669c8765eed5c234bd6bfc01a9b1ecef415","sha256:70e4f2f407d8b55297731983bd01c54e2e71ab56628868b793764fa245672b13"],"state_sha256":"cfc71e1d0ceacf10247695d9ecdbbb54ff36d0c856217baef9e0211d4ff8fc4c"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"jTY5rGpPeF/ZMEllN2d1/M2+nrW2LwsxshfvYYAKScyVikVVfSi0nYtaZjHqHZoUpEPd+irK7xtdU+2o3lnVDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-31T14:25:32.589271Z","bundle_sha256":"af4f0a990ecffb5609e112e54d9eb40913b6bc565ba3c839aebfed250b28c304"}}