{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:HSR4I63AB6B7TPU3JWCSUD4E3P","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":"eefd3e4aba734c45283a92a3375d12536c72e4bc033b5622144cce50d5b6d6fd","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2023-03-08T22:37:50Z","title_canon_sha256":"0512ea015fdc26da4cfe55afc5248d7eaa9f1f347d59dd8fa256b8bb11758586"},"schema_version":"1.0","source":{"id":"2303.04926","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2303.04926","created_at":"2026-07-05T05:49:35Z"},{"alias_kind":"arxiv_version","alias_value":"2303.04926v1","created_at":"2026-07-05T05:49:35Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2303.04926","created_at":"2026-07-05T05:49:35Z"},{"alias_kind":"pith_short_12","alias_value":"HSR4I63AB6B7","created_at":"2026-07-05T05:49:35Z"},{"alias_kind":"pith_short_16","alias_value":"HSR4I63AB6B7TPU3","created_at":"2026-07-05T05:49:35Z"},{"alias_kind":"pith_short_8","alias_value":"HSR4I63A","created_at":"2026-07-05T05:49:35Z"}],"graph_snapshots":[{"event_id":"sha256:aeeb33778e685b82b4de85aa395064dcae1a9f7630eae27b5dfd2d7a14a1df60","target":"graph","created_at":"2026-07-05T05:49:35Z","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/2303.04926/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Within recent times, cybercriminals have curated a variety of organised and resolute cyber attacks within a range of cyber systems, leading to consequential ramifications to private and governmental institutions. Current security-based automation and orchestrations focus on automating fixed purpose and hard-coded solutions, which are easily surpassed by modern-day cyber attacks. Research within Automated Cyber Defence will allow the development and enabling intelligence response by autonomously defending networked systems through sequential decision-making agents. This article comprehensively ","authors_text":"Andrew Bolton, John Hannay, Professor Pete Burnap, Sanyam Vyas","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2023-03-08T22:37:50Z","title":"Automated Cyber Defence: A Review"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2303.04926","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":"sha256:8eede7f6855b3aaee89148371a4913cce6a13a2d29f8be531a6c0039f58c6d22","target":"record","created_at":"2026-07-05T05:49:35Z","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":"eefd3e4aba734c45283a92a3375d12536c72e4bc033b5622144cce50d5b6d6fd","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2023-03-08T22:37:50Z","title_canon_sha256":"0512ea015fdc26da4cfe55afc5248d7eaa9f1f347d59dd8fa256b8bb11758586"},"schema_version":"1.0","source":{"id":"2303.04926","kind":"arxiv","version":1}},"canonical_sha256":"3ca3c47b600f83f9be9b4d852a0f84dbf85de0d046ec4a5276c07b0e5adb4813","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3ca3c47b600f83f9be9b4d852a0f84dbf85de0d046ec4a5276c07b0e5adb4813","first_computed_at":"2026-07-05T05:49:35.369738Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:49:35.369738Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"5W7VmV8cqnmNXN//plOxxGzqLULTw48skCr5UtXRdfxQwV/JLAmolO7w38TMP6iGpTixK9giCctSmFfp7dTFAA==","signature_status":"signed_v1","signed_at":"2026-07-05T05:49:35.370235Z","signed_message":"canonical_sha256_bytes"},"source_id":"2303.04926","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8eede7f6855b3aaee89148371a4913cce6a13a2d29f8be531a6c0039f58c6d22","sha256:aeeb33778e685b82b4de85aa395064dcae1a9f7630eae27b5dfd2d7a14a1df60"],"state_sha256":"dc5f8a44ae17f69725a15ee66e821220d08e13d77355eb15c2dcb040858119a8"}