{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:C4VRWYZ36K26HOB56LWMNHKZDX","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":"43c79768f3e41650834683899ce2ea276a0170ca7149905edd4c979d1de873c3","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-01-27T23:27:24Z","title_canon_sha256":"a2cc28c09db699fa8652100542a1367deb51ac0e707defc70abf60b5b6a8b215"},"schema_version":"1.0","source":{"id":"2301.12025","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2301.12025","created_at":"2026-07-05T05:36:34Z"},{"alias_kind":"arxiv_version","alias_value":"2301.12025v1","created_at":"2026-07-05T05:36:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2301.12025","created_at":"2026-07-05T05:36:34Z"},{"alias_kind":"pith_short_12","alias_value":"C4VRWYZ36K26","created_at":"2026-07-05T05:36:34Z"},{"alias_kind":"pith_short_16","alias_value":"C4VRWYZ36K26HOB5","created_at":"2026-07-05T05:36:34Z"},{"alias_kind":"pith_short_8","alias_value":"C4VRWYZ3","created_at":"2026-07-05T05:36:34Z"}],"graph_snapshots":[{"event_id":"sha256:0b8e8614dd11d1cad98746e5b9011d1c4c076ab219bbe50cd2b46c65d5473df4","target":"graph","created_at":"2026-07-05T05:36:34Z","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/2301.12025/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Existing self-supervised techniques have extreme computational requirements and suffer a substantial drop in performance with a reduction in batch size or pretraining epochs. This paper presents Cross Architectural - Self Supervision (CASS), a novel self-supervised learning approach that leverages Transformer and CNN simultaneously. Compared to the existing state-of-the-art self-supervised learning approaches, we empirically show that CASS-trained CNNs and Transformers across four diverse datasets gained an average of 3.8% with 1% labeled data, 5.9% with 10% labeled data, and 10.13% with 100% ","authors_text":"Jacopo Cirrone, Pranav Singh","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-01-27T23:27:24Z","title":"Cross-Architectural Positive Pairs improve the effectiveness of Self-Supervised Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2301.12025","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:e2fe82b5e8b413629fe7fe33f7660db68664703aff8af732b903e56058872b04","target":"record","created_at":"2026-07-05T05:36:34Z","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":"43c79768f3e41650834683899ce2ea276a0170ca7149905edd4c979d1de873c3","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-01-27T23:27:24Z","title_canon_sha256":"a2cc28c09db699fa8652100542a1367deb51ac0e707defc70abf60b5b6a8b215"},"schema_version":"1.0","source":{"id":"2301.12025","kind":"arxiv","version":1}},"canonical_sha256":"172b1b633bf2b5e3b83df2ecc69d591de4d6ab437c485382c12725f7ca3ca239","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"172b1b633bf2b5e3b83df2ecc69d591de4d6ab437c485382c12725f7ca3ca239","first_computed_at":"2026-07-05T05:36:34.359794Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:36:34.359794Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"a6Dob2ERw2JBwjD44vYAjSheg1sgz/PfFDVkZ1vjbzyHNsxFxG4+b0Qsv0YXz6lbBeIA5xq+0/kq0Us/edIuBw==","signature_status":"signed_v1","signed_at":"2026-07-05T05:36:34.360249Z","signed_message":"canonical_sha256_bytes"},"source_id":"2301.12025","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e2fe82b5e8b413629fe7fe33f7660db68664703aff8af732b903e56058872b04","sha256:0b8e8614dd11d1cad98746e5b9011d1c4c076ab219bbe50cd2b46c65d5473df4"],"state_sha256":"044df6b2bf9ec5712535e0f1b6bb811186c6fb07a049e42b8bd97d5cf7bf10d6"}