{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:JAUYE53JHJSJLGIUGBSNH2JXCF","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":"fe7c29b268d0906eb446c7a09ebe0f2d2137d475bb569d078a8538bc8ae7302b","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-03-21T08:08:15Z","title_canon_sha256":"074184bba5a2db6430d35c5cf66ed429ec8a512d11be2e34994621476a7d065e"},"schema_version":"1.0","source":{"id":"2203.10790","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2203.10790","created_at":"2026-07-05T04:40:52Z"},{"alias_kind":"arxiv_version","alias_value":"2203.10790v2","created_at":"2026-07-05T04:40:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2203.10790","created_at":"2026-07-05T04:40:52Z"},{"alias_kind":"pith_short_12","alias_value":"JAUYE53JHJSJ","created_at":"2026-07-05T04:40:52Z"},{"alias_kind":"pith_short_16","alias_value":"JAUYE53JHJSJLGIU","created_at":"2026-07-05T04:40:52Z"},{"alias_kind":"pith_short_8","alias_value":"JAUYE53J","created_at":"2026-07-05T04:40:52Z"}],"graph_snapshots":[{"event_id":"sha256:54eb4bd27fe504bfb3dc7c89879011fc617ed5624dc3471d899b4f46aacbed67","target":"graph","created_at":"2026-07-05T04:40:52Z","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/2203.10790/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The vanilla self-attention mechanism inherently relies on pre-defined and steadfast computational dimensions. Such inflexibility restricts it from possessing context-oriented generalization that can bring more contextual cues and global representations. To mitigate this issue, we propose a Scalable Self-Attention (SSA) mechanism that leverages two scaling factors to release dimensions of query, key, and value matrices while unbinding them with the input. This scalability fetches context-oriented generalization and enhances object sensitivity, which pushes the whole network into a more effectiv","authors_text":"Hailong Ma, Jie Wu, Min Zheng, Rui Yang, Xiu Li, Xuefeng Xiao, Yansong Tang","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-03-21T08:08:15Z","title":"ScalableViT: Rethinking the Context-oriented Generalization of Vision Transformer"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2203.10790","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":"sha256:655487df632a7a420bf11bc42de293e577826cb87f63b0352c9afa36383407b3","target":"record","created_at":"2026-07-05T04:40:52Z","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":"fe7c29b268d0906eb446c7a09ebe0f2d2137d475bb569d078a8538bc8ae7302b","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-03-21T08:08:15Z","title_canon_sha256":"074184bba5a2db6430d35c5cf66ed429ec8a512d11be2e34994621476a7d065e"},"schema_version":"1.0","source":{"id":"2203.10790","kind":"arxiv","version":2}},"canonical_sha256":"48298277693a649599143064d3e937115650aeacb6480989c20838ffac3a1b09","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"48298277693a649599143064d3e937115650aeacb6480989c20838ffac3a1b09","first_computed_at":"2026-07-05T04:40:52.605194Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:40:52.605194Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"/Tz4i4d0ZMhVZ7Z/TGiCVQuYyTTRjdPWZTwMM+zdRdlHNgQP85ocRLCUqKsue7qpRqrKr/l8kEWmSiimXhMGCw==","signature_status":"signed_v1","signed_at":"2026-07-05T04:40:52.605684Z","signed_message":"canonical_sha256_bytes"},"source_id":"2203.10790","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:655487df632a7a420bf11bc42de293e577826cb87f63b0352c9afa36383407b3","sha256:54eb4bd27fe504bfb3dc7c89879011fc617ed5624dc3471d899b4f46aacbed67"],"state_sha256":"6d65836d9c813f7b3ee36f3e43ea52dddb39449c40ce55c61b416734f1a14d37"}