{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:KYJWOTDIYUHP5WI3UVS7QIKBQV","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":"32e656cc7db5b9275073972036cc9a37e1fcce8b006b8b1f2d4cba4182e8916f","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2024-12-19T22:38:41Z","title_canon_sha256":"82a4dc6badb8714de37a8f63c40bb6b1e9d67e894390a335432a1e74c057e0c5"},"schema_version":"1.0","source":{"id":"2412.19830","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.19830","created_at":"2026-07-05T09:54:50Z"},{"alias_kind":"arxiv_version","alias_value":"2412.19830v1","created_at":"2026-07-05T09:54:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.19830","created_at":"2026-07-05T09:54:50Z"},{"alias_kind":"pith_short_12","alias_value":"KYJWOTDIYUHP","created_at":"2026-07-05T09:54:50Z"},{"alias_kind":"pith_short_16","alias_value":"KYJWOTDIYUHP5WI3","created_at":"2026-07-05T09:54:50Z"},{"alias_kind":"pith_short_8","alias_value":"KYJWOTDI","created_at":"2026-07-05T09:54:50Z"}],"graph_snapshots":[{"event_id":"sha256:2ef6864c2d5d995f0fdcf6a1c1c1565e848d70a2be66f70b780e619ae958e75e","target":"graph","created_at":"2026-07-05T09:54:50Z","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/2412.19830/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The rapid expansion of Internet of Things (IoT) ecosystems has introduced growing complexities in device management and network security. To address these challenges, we present a unified framework that combines context-driven large language models (LLMs) for IoT administrative tasks with a fine-tuned anomaly detection module for network traffic analysis. The framework streamlines administrative processes such as device management, troubleshooting, and security enforcement by harnessing contextual knowledge from IoT manuals and operational data. The anomaly detection model achieves state-of-th","authors_text":"Athar Sheikh, Daniel Adu Worae, Spyridon Mastorakis","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2024-12-19T22:38:41Z","title":"A Unified Framework for Context-Aware IoT Management and State-of-the-Art IoT Traffic Anomaly Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.19830","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":"sha256:80ba67ffaaee44237609132332af5465cf2812df8bf859daeb5dbd8bcfd433c7","target":"record","created_at":"2026-07-05T09:54:50Z","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":"32e656cc7db5b9275073972036cc9a37e1fcce8b006b8b1f2d4cba4182e8916f","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2024-12-19T22:38:41Z","title_canon_sha256":"82a4dc6badb8714de37a8f63c40bb6b1e9d67e894390a335432a1e74c057e0c5"},"schema_version":"1.0","source":{"id":"2412.19830","kind":"arxiv","version":1}},"canonical_sha256":"5613674c68c50efed91ba565f82141857564f3b9e8ae808df736905c678dda39","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5613674c68c50efed91ba565f82141857564f3b9e8ae808df736905c678dda39","first_computed_at":"2026-07-05T09:54:50.111685Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:54:50.111685Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6xpFL/UzjV3RLpxBdcoopG/rvGr9ALGhYbQUDy/CRioE95gaGGwDO8qCIC1V/2SHQQ4JB9P1W8zQGDN73n27BA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:54:50.112121Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.19830","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:80ba67ffaaee44237609132332af5465cf2812df8bf859daeb5dbd8bcfd433c7","sha256:2ef6864c2d5d995f0fdcf6a1c1c1565e848d70a2be66f70b780e619ae958e75e"],"state_sha256":"458d26f05deca03185bf5aa66bce36edc2aa86132bd77ea7b68a4e5ee3554171"}