{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:44V5DDOIUQ7P2JXC7JAVKMAB7X","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":"54ec31888e238bc4d300230fc92fec4d1914a0369cf329bde6753e9e7894d35a","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2023-12-20T14:09:13Z","title_canon_sha256":"7086b8b5c78a4f47069cff1ce3996cccc66cbd0d6fee4b5ba7ac5ab81334901b"},"schema_version":"1.0","source":{"id":"2312.13041","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.13041","created_at":"2026-07-05T09:25:37Z"},{"alias_kind":"arxiv_version","alias_value":"2312.13041v1","created_at":"2026-07-05T09:25:37Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.13041","created_at":"2026-07-05T09:25:37Z"},{"alias_kind":"pith_short_12","alias_value":"44V5DDOIUQ7P","created_at":"2026-07-05T09:25:37Z"},{"alias_kind":"pith_short_16","alias_value":"44V5DDOIUQ7P2JXC","created_at":"2026-07-05T09:25:37Z"},{"alias_kind":"pith_short_8","alias_value":"44V5DDOI","created_at":"2026-07-05T09:25:37Z"}],"graph_snapshots":[{"event_id":"sha256:de86a6fdcc3694cb2c5e888756dcd562b4332a2db8c395c21d4256e4e2c7902f","target":"graph","created_at":"2026-07-05T09:25:37Z","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/2312.13041/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Detecting SQL Injection (SQLi) attacks is crucial for web-based data center security, but it is challenging to balance accuracy and computational efficiency, especially in high-speed networks. Traditional methods struggle with this balance, while NLP-based approaches, although accurate, are computationally intensive.\n  We introduce a novel cascade SQLi detection method, blending classical and transformer-based NLP models, achieving a 99.86% detection accuracy with significantly lower computational demands-20 times faster than using transformer-based models alone. Our approach is tested in a re","authors_text":"Alperen Bolat, Fahad Siddiqui, Fatih Kurugollu, Kasim Tasdemir, Rafiullah Khan, Sakir Sezer, Sena Busra Yengec-Tasdemir","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2023-12-20T14:09:13Z","title":"Advancing SQL Injection Detection for High-Speed Data Centers: A Novel Approach Using Cascaded NLP"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.13041","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:d39b0b62ac2034d0cba018b1c8ed58ee84af9ee84d2c9512585f8e2daa473f47","target":"record","created_at":"2026-07-05T09:25:37Z","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":"54ec31888e238bc4d300230fc92fec4d1914a0369cf329bde6753e9e7894d35a","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2023-12-20T14:09:13Z","title_canon_sha256":"7086b8b5c78a4f47069cff1ce3996cccc66cbd0d6fee4b5ba7ac5ab81334901b"},"schema_version":"1.0","source":{"id":"2312.13041","kind":"arxiv","version":1}},"canonical_sha256":"e72bd18dc8a43efd26e2fa41553001fde3692a4bfbb08b9f2f6a6825eade68d0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e72bd18dc8a43efd26e2fa41553001fde3692a4bfbb08b9f2f6a6825eade68d0","first_computed_at":"2026-07-05T09:25:37.657477Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:25:37.657477Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"yEsajAZZeEKUpPT8NG3TueZy4/QSsi3rDNR9TkVvEM3/anPSqf/U28NBX16+v6fMTXK5by+2B2dvsHNVxw61Bg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:25:37.657941Z","signed_message":"canonical_sha256_bytes"},"source_id":"2312.13041","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d39b0b62ac2034d0cba018b1c8ed58ee84af9ee84d2c9512585f8e2daa473f47","sha256:de86a6fdcc3694cb2c5e888756dcd562b4332a2db8c395c21d4256e4e2c7902f"],"state_sha256":"f81073c6eca688fce2c2cbdda16a9ee3bf938dc75fa3aa94c362249ccae6b24e"}