{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:CCZSHALFF7V7MNMEIWA6TY62FH","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":"16255c79f2482766a78e02e56f0ddc1c9672f8286691ea578223be5c88e583c3","cross_cats_sorted":["cs.MA"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-07-03T23:04:48Z","title_canon_sha256":"3d6dc67ea547a411aa94c1c4b340285b881f9761c85ffeef53cd2fb0570fcd77"},"schema_version":"1.0","source":{"id":"2607.03628","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.03628","created_at":"2026-07-07T02:17:58Z"},{"alias_kind":"arxiv_version","alias_value":"2607.03628v1","created_at":"2026-07-07T02:17:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.03628","created_at":"2026-07-07T02:17:58Z"},{"alias_kind":"pith_short_12","alias_value":"CCZSHALFF7V7","created_at":"2026-07-07T02:17:58Z"},{"alias_kind":"pith_short_16","alias_value":"CCZSHALFF7V7MNME","created_at":"2026-07-07T02:17:58Z"},{"alias_kind":"pith_short_8","alias_value":"CCZSHALF","created_at":"2026-07-07T02:17:58Z"}],"graph_snapshots":[{"event_id":"sha256:7ae8e6a1919ca0006a41c95266c50f5a1d8327c012b6051a839b9a004c4f1381","target":"graph","created_at":"2026-07-07T02:17:58Z","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/2607.03628/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Modern smart cities are interconnected cyber-physical ecosystems where heterogeneous devices exchange data and control commands. Coordinated attacks may appear as weak and distributed indicators, including low-rate scanning, abnormal credential use, protocol misuse, or delayed lateral movement, with each signal remaining below local alert thresholds. Therefore, smart-city security is not only an anomaly detection task but also a reasoning task under uncertainty, partial observability, and adversarial manipulation. This work presents TPSC-Sec, an LLM-based multi-agent approach for stable securi","authors_text":"Carol Fung, Foutse Khomh, Kawser Wazed Nafi, Saeid Jamshidi","cross_cats":["cs.MA"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-07-03T23:04:48Z","title":"Swarm-Driven Multi-Agent Reasoning for Smart City Security"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.03628","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:c0ec59a889ea5643cce0b435c8f758971a23cddf84665600523a57f46db0da1c","target":"record","created_at":"2026-07-07T02:17:58Z","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":"16255c79f2482766a78e02e56f0ddc1c9672f8286691ea578223be5c88e583c3","cross_cats_sorted":["cs.MA"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-07-03T23:04:48Z","title_canon_sha256":"3d6dc67ea547a411aa94c1c4b340285b881f9761c85ffeef53cd2fb0570fcd77"},"schema_version":"1.0","source":{"id":"2607.03628","kind":"arxiv","version":1}},"canonical_sha256":"10b32381652febf635844581e9e3da29ee539ee72d344eab20ef584d6ef79339","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"10b32381652febf635844581e9e3da29ee539ee72d344eab20ef584d6ef79339","first_computed_at":"2026-07-07T02:17:58.190375Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-07T02:17:58.190375Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"lv361ZQgUfREKFaAqIbW/f+9bFidD9GALyISO7TgcLFAg6/WhfOR6D+VOhGoQ8zf9GwgSCRv+prlBCAoRe9SBw==","signature_status":"signed_v1","signed_at":"2026-07-07T02:17:58.191026Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.03628","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c0ec59a889ea5643cce0b435c8f758971a23cddf84665600523a57f46db0da1c","sha256:7ae8e6a1919ca0006a41c95266c50f5a1d8327c012b6051a839b9a004c4f1381"],"state_sha256":"606b2c150fa29b61a42bb3001079007c1576d03a0fe88de1455cd8851e59b898"}