{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2025:74AECFS6C47WGXCD722T2IVWCS","short_pith_number":"pith:74AECFS6","schema_version":"1.0","canonical_sha256":"ff0041165e173f635c43feb53d22b614b1f642099b593a2060643be818edb498","source":{"kind":"arxiv","id":"2502.08886","version":1},"attestation_state":"computed","paper":{"title":"Generative AI for Internet of Things Security: Challenges and Opportunities","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CR","authors_text":"Ivan Christian, JianYing Zhou, Sudipta Chattopadhyay, Xiaodong Ye, Yan Lin Aung, Ye Dong","submitted_at":"2025-02-13T01:55:43Z","abstract_excerpt":"As Generative AI (GenAI) continues to gain prominence and utility across various sectors, their integration into the realm of Internet of Things (IoT) security evolves rapidly. This work delves into an examination of the state-of-the-art literature and practical applications on how GenAI could improve and be applied in the security landscape of IoT. Our investigation aims to map the current state of GenAI implementation within IoT security, exploring their potential to fortify security measures further. Through the compilation, synthesis, and analysis of the latest advancements in GenAI techno"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2502.08886","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CR","submitted_at":"2025-02-13T01:55:43Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"08ee2169da64885348c86194cb562725853d44979c32e7d8e23e18feee104166","abstract_canon_sha256":"52c41fcdadacdc9deff71822d80cde208f36b1c9c6a95c5beea5a98c4cc906bf"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:13:49.079628Z","signature_b64":"0KY1EGR9tuIIlYRf1K5122yqVsujP2m0Infi0NvizbYRIZAoI9kchJzQdBOgK6BZ8ZSUrVMo4o+2WIiRLRJPDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ff0041165e173f635c43feb53d22b614b1f642099b593a2060643be818edb498","last_reissued_at":"2026-07-05T10:13:49.079124Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:13:49.079124Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Generative AI for Internet of Things Security: Challenges and Opportunities","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CR","authors_text":"Ivan Christian, JianYing Zhou, Sudipta Chattopadhyay, Xiaodong Ye, Yan Lin Aung, Ye Dong","submitted_at":"2025-02-13T01:55:43Z","abstract_excerpt":"As Generative AI (GenAI) continues to gain prominence and utility across various sectors, their integration into the realm of Internet of Things (IoT) security evolves rapidly. This work delves into an examination of the state-of-the-art literature and practical applications on how GenAI could improve and be applied in the security landscape of IoT. Our investigation aims to map the current state of GenAI implementation within IoT security, exploring their potential to fortify security measures further. Through the compilation, synthesis, and analysis of the latest advancements in GenAI techno"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.08886","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2502.08886/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2502.08886","created_at":"2026-07-05T10:13:49.079191+00:00"},{"alias_kind":"arxiv_version","alias_value":"2502.08886v1","created_at":"2026-07-05T10:13:49.079191+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.08886","created_at":"2026-07-05T10:13:49.079191+00:00"},{"alias_kind":"pith_short_12","alias_value":"74AECFS6C47W","created_at":"2026-07-05T10:13:49.079191+00:00"},{"alias_kind":"pith_short_16","alias_value":"74AECFS6C47WGXCD","created_at":"2026-07-05T10:13:49.079191+00:00"},{"alias_kind":"pith_short_8","alias_value":"74AECFS6","created_at":"2026-07-05T10:13:49.079191+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/74AECFS6C47WGXCD722T2IVWCS","json":"https://pith.science/pith/74AECFS6C47WGXCD722T2IVWCS.json","graph_json":"https://pith.science/api/pith-number/74AECFS6C47WGXCD722T2IVWCS/graph.json","events_json":"https://pith.science/api/pith-number/74AECFS6C47WGXCD722T2IVWCS/events.json","paper":"https://pith.science/paper/74AECFS6"},"agent_actions":{"view_html":"https://pith.science/pith/74AECFS6C47WGXCD722T2IVWCS","download_json":"https://pith.science/pith/74AECFS6C47WGXCD722T2IVWCS.json","view_paper":"https://pith.science/paper/74AECFS6","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2502.08886&json=true","fetch_graph":"https://pith.science/api/pith-number/74AECFS6C47WGXCD722T2IVWCS/graph.json","fetch_events":"https://pith.science/api/pith-number/74AECFS6C47WGXCD722T2IVWCS/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/74AECFS6C47WGXCD722T2IVWCS/action/timestamp_anchor","attest_storage":"https://pith.science/pith/74AECFS6C47WGXCD722T2IVWCS/action/storage_attestation","attest_author":"https://pith.science/pith/74AECFS6C47WGXCD722T2IVWCS/action/author_attestation","sign_citation":"https://pith.science/pith/74AECFS6C47WGXCD722T2IVWCS/action/citation_signature","submit_replication":"https://pith.science/pith/74AECFS6C47WGXCD722T2IVWCS/action/replication_record"}},"created_at":"2026-07-05T10:13:49.079191+00:00","updated_at":"2026-07-05T10:13:49.079191+00:00"}