{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:EDBISCMKVP5VTJ53UC25KC2T35","short_pith_number":"pith:EDBISCMK","canonical_record":{"source":{"id":"2409.11752","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2024-09-18T07:10:24Z","cross_cats_sorted":["cs.CV"],"title_canon_sha256":"5135c9261daa45db775c209bdb2be1c40327ee4e351aeac67e13825a79fd4bb8","abstract_canon_sha256":"b0d6ce2056e07b3c4df52eca0fd24e76d6094acbaeb65c6634fcdcfbea4f6570"},"schema_version":"1.0"},"canonical_sha256":"20c289098aabfb59a7bba0b5d50b53df5261faa42508a594ed23be2b314af81c","source":{"kind":"arxiv","id":"2409.11752","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.11752","created_at":"2026-07-05T09:13:07Z"},{"alias_kind":"arxiv_version","alias_value":"2409.11752v3","created_at":"2026-07-05T09:13:07Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.11752","created_at":"2026-07-05T09:13:07Z"},{"alias_kind":"pith_short_12","alias_value":"EDBISCMKVP5V","created_at":"2026-07-05T09:13:07Z"},{"alias_kind":"pith_short_16","alias_value":"EDBISCMKVP5VTJ53","created_at":"2026-07-05T09:13:07Z"},{"alias_kind":"pith_short_8","alias_value":"EDBISCMK","created_at":"2026-07-05T09:13:07Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:EDBISCMKVP5VTJ53UC25KC2T35","target":"record","payload":{"canonical_record":{"source":{"id":"2409.11752","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2024-09-18T07:10:24Z","cross_cats_sorted":["cs.CV"],"title_canon_sha256":"5135c9261daa45db775c209bdb2be1c40327ee4e351aeac67e13825a79fd4bb8","abstract_canon_sha256":"b0d6ce2056e07b3c4df52eca0fd24e76d6094acbaeb65c6634fcdcfbea4f6570"},"schema_version":"1.0"},"canonical_sha256":"20c289098aabfb59a7bba0b5d50b53df5261faa42508a594ed23be2b314af81c","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:13:07.535786Z","signature_b64":"ThR+ami0VzIUF9c3yWcCKymqvCgtu4M5bWAIwfVO15btd3r59bfVolNRuATAfEL6qYKbB/xRgEVEx5Uk7yTgAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"20c289098aabfb59a7bba0b5d50b53df5261faa42508a594ed23be2b314af81c","last_reissued_at":"2026-07-05T09:13:07.534867Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:13:07.534867Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2409.11752","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:13:07Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Np+T03M1fgPoUp8Eq6uoJrJteUj64OdiXrR2z1q7WK7UaDWvO50rvarUM/CQI9+6lT4xUcFGLeSSyz66AVcqCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T01:04:32.192970Z"},"content_sha256":"081f3b7940e551cd8df21ea16e3f3ce77d94dda09cb0bd027cb24806ffa2778a","schema_version":"1.0","event_id":"sha256:081f3b7940e551cd8df21ea16e3f3ce77d94dda09cb0bd027cb24806ffa2778a"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:EDBISCMKVP5VTJ53UC25KC2T35","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Cross-Organ and Cross-Scanner Adenocarcinoma Segmentation using Rein to Fine-tune Vision Foundation Models","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.CV"],"primary_cat":"eess.IV","authors_text":"Libin Lan, Pengzhou Cai, Xueyuan Zhang, Ze Zhao","submitted_at":"2024-09-18T07:10:24Z","abstract_excerpt":"In recent years, significant progress has been made in tumor segmentation within the field of digital pathology. However, variations in organs, tissue preparation methods, and image acquisition processes can lead to domain discrepancies among digital pathology images. To address this problem, in this paper, we use Rein, a fine-tuning method, to parametrically and efficiently fine-tune various vision foundation models (VFMs) for MICCAI 2024 Cross-Organ and Cross-Scanner Adenocarcinoma Segmentation (COSAS2024). The core of Rein consists of a set of learnable tokens, which are directly linked to "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.11752","kind":"arxiv","version":3},"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/2409.11752/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":"2026-07-05T09:13:07Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"1/0bV78ryak3YDvnXIYzA5FwmRXHDNICMUaJHvpoofWPE+7MB2Ei9ANoXsK7P1s5sDYzhZRoJAFhua8uEf7bDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T01:04:32.193570Z"},"content_sha256":"c9b936ded678e4d536be8ab8431702f322596ad099340bafa1dc43e92fbc4513","schema_version":"1.0","event_id":"sha256:c9b936ded678e4d536be8ab8431702f322596ad099340bafa1dc43e92fbc4513"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/EDBISCMKVP5VTJ53UC25KC2T35/bundle.json","state_url":"https://pith.science/pith/EDBISCMKVP5VTJ53UC25KC2T35/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/EDBISCMKVP5VTJ53UC25KC2T35/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":"2026-08-18T01:04:32Z","links":{"resolver":"https://pith.science/pith/EDBISCMKVP5VTJ53UC25KC2T35","bundle":"https://pith.science/pith/EDBISCMKVP5VTJ53UC25KC2T35/bundle.json","state":"https://pith.science/pith/EDBISCMKVP5VTJ53UC25KC2T35/state.json","well_known_bundle":"https://pith.science/.well-known/pith/EDBISCMKVP5VTJ53UC25KC2T35/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:EDBISCMKVP5VTJ53UC25KC2T35","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":"b0d6ce2056e07b3c4df52eca0fd24e76d6094acbaeb65c6634fcdcfbea4f6570","cross_cats_sorted":["cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2024-09-18T07:10:24Z","title_canon_sha256":"5135c9261daa45db775c209bdb2be1c40327ee4e351aeac67e13825a79fd4bb8"},"schema_version":"1.0","source":{"id":"2409.11752","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.11752","created_at":"2026-07-05T09:13:07Z"},{"alias_kind":"arxiv_version","alias_value":"2409.11752v3","created_at":"2026-07-05T09:13:07Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.11752","created_at":"2026-07-05T09:13:07Z"},{"alias_kind":"pith_short_12","alias_value":"EDBISCMKVP5V","created_at":"2026-07-05T09:13:07Z"},{"alias_kind":"pith_short_16","alias_value":"EDBISCMKVP5VTJ53","created_at":"2026-07-05T09:13:07Z"},{"alias_kind":"pith_short_8","alias_value":"EDBISCMK","created_at":"2026-07-05T09:13:07Z"}],"graph_snapshots":[{"event_id":"sha256:c9b936ded678e4d536be8ab8431702f322596ad099340bafa1dc43e92fbc4513","target":"graph","created_at":"2026-07-05T09:13:07Z","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/2409.11752/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In recent years, significant progress has been made in tumor segmentation within the field of digital pathology. However, variations in organs, tissue preparation methods, and image acquisition processes can lead to domain discrepancies among digital pathology images. To address this problem, in this paper, we use Rein, a fine-tuning method, to parametrically and efficiently fine-tune various vision foundation models (VFMs) for MICCAI 2024 Cross-Organ and Cross-Scanner Adenocarcinoma Segmentation (COSAS2024). The core of Rein consists of a set of learnable tokens, which are directly linked to ","authors_text":"Libin Lan, Pengzhou Cai, Xueyuan Zhang, Ze Zhao","cross_cats":["cs.CV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2024-09-18T07:10:24Z","title":"Cross-Organ and Cross-Scanner Adenocarcinoma Segmentation using Rein to Fine-tune Vision Foundation Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.11752","kind":"arxiv","version":3},"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":"sha256:081f3b7940e551cd8df21ea16e3f3ce77d94dda09cb0bd027cb24806ffa2778a","target":"record","created_at":"2026-07-05T09:13:07Z","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":"b0d6ce2056e07b3c4df52eca0fd24e76d6094acbaeb65c6634fcdcfbea4f6570","cross_cats_sorted":["cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2024-09-18T07:10:24Z","title_canon_sha256":"5135c9261daa45db775c209bdb2be1c40327ee4e351aeac67e13825a79fd4bb8"},"schema_version":"1.0","source":{"id":"2409.11752","kind":"arxiv","version":3}},"canonical_sha256":"20c289098aabfb59a7bba0b5d50b53df5261faa42508a594ed23be2b314af81c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"20c289098aabfb59a7bba0b5d50b53df5261faa42508a594ed23be2b314af81c","first_computed_at":"2026-07-05T09:13:07.534867Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:13:07.534867Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ThR+ami0VzIUF9c3yWcCKymqvCgtu4M5bWAIwfVO15btd3r59bfVolNRuATAfEL6qYKbB/xRgEVEx5Uk7yTgAw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:13:07.535786Z","signed_message":"canonical_sha256_bytes"},"source_id":"2409.11752","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:081f3b7940e551cd8df21ea16e3f3ce77d94dda09cb0bd027cb24806ffa2778a","sha256:c9b936ded678e4d536be8ab8431702f322596ad099340bafa1dc43e92fbc4513"],"state_sha256":"4e01520e09d4842ae794cb457a73c1eacefdc8a40aaa1e013c87538562f8d884"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"V5BYnDRDY9HO7NFlP1x/QmM+tIrys3YEgOTmne+3nRLuSBrnJc3iqSXIj6q/F4jjnRd+3dmC8BHHkTxKdl1xBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-18T01:04:32.198939Z","bundle_sha256":"bcc249e07c9fb83cdcf696e6d5b72234b2b0672241e4d6bf98318bb119eadad5"}}