{"as_of":"2026-08-08T09:58:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:6666587530077ede4ef1c3666cadd20beb8bd8794eb3e21a2aec855593174286","coverage":[{"denominator":132,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":100,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T23:23:50.007290Z","state":"measured"},{"denominator":100,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":100,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-08T06:32:00.761636+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2502.08886/citation-record","integrity":"/paper/2502.08886/integrity","json":"/paper/2502.08886/citation-record.json","paper":"/paper/2502.08886"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:52.977245Z","title":"Sedjelmaci, F","venue":null,"work_id":"e23b91d0-2b4c-40d9-832f-1e2aef15b629","year":2020},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.499994Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:51190da9e3f110aa04bd9a770e1a2b4363272460b6326561ba454d3f0d6a95fb","observation_id":"7588687e-7d77-4bf7-ac91-4a9d42971749","resolution":{"observed_at":"2026-08-07T23:23:52.982323Z","resolver_source":"arxiv_id_nonexistent","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:52.803948Z","title":"Gupta, C","venue":null,"work_id":"c7d7b9f8-0c85-4c28-b03d-75687190163c","year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.505818Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:591285f9519ce66a9cc9520dea8b26cc2368788ce44283ef3fba02fa78c097ff","observation_id":"7b92ece5-7698-4c3d-a7ee-957b96740bfd","resolution":{"observed_at":"2026-08-07T23:23:52.808677Z","resolver_source":"arxiv_id_nonexistent","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2405.14487","last_updated":"2024-05-23T12:19:07Z","snapshot_observed_at":"2026-08-08T00:00:01.788882Z","submitted_at":"2024-05-23T12:19:07Z","title":"A Comprehensive Overview of Large Language Models (LLMs) for Cyber Defences: Opportunities and Directions","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.14487","snapshot_observed_at":"2026-08-07T23:23:49.510634Z","title":"Hassanin, N","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.510634Z"},"links":{"cited_paper":"/paper/2405.14487","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:8f1b0d3d11e03aba2a4a4ddb0b83f146754661b67b82f413e3ff407a1a06bf7b","observation_id":"5974738f-88df-4339-8063-e23dc664bf74","resolution":{"observed_at":"2026-08-07T23:23:49.510634Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.516075Z","title":"Kimani, V","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.516075Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:514f300b2b388b3d7cc2d20ce160cd55187a6b7fc014c8dcaf65d6849ac583c6","observation_id":"2515605f-7652-4998-8e12-6b759d198e4d","resolution":{"observed_at":"2026-08-07T23:23:49.516075Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.521163Z","title":"Alwahedi, A","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.521163Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:5593fed2d3cc2acc00e5b19d4d23128e67f420b2d4a65c5e36122e1c1829fdcf","observation_id":"ceb5ec15-9c6c-4d2e-8394-9ee4cc020a98","resolution":{"observed_at":"2026-08-07T23:23:49.521163Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.525987Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.525987Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:739823f41cb467fd1391b887f2cd514d7b243e51945c93eabf31d933700c57df","observation_id":"8185a4af-38db-48fe-83ee-806671684d55","resolution":{"observed_at":"2026-08-07T23:23:49.525987Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.531312Z","title":"Hassija, V","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.531312Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:2a6d1f0d15991bce2df79c265ce6a47f9de88a47d8f64397d67506b5f153bf32","observation_id":"9a227f4b-7b51-45f6-b38b-510ea61e555e","resolution":{"observed_at":"2026-08-07T23:23:49.531312Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1109/comst.2020","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:50.262578Z","title":"Hussain, R","venue":null,"work_id":"196ffd95-6f4d-4dfd-bcbb-7235a3c3861c","year":2020},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.535858Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:2514ae412a26d2c00507e00f52c0dd104579ef8fa94f9a18e80b870f1a9d3501","observation_id":"3ad95995-2a58-4894-8ad9-7a10682fc15d","resolution":{"observed_at":"2026-08-07T23:23:50.267779Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:52.601520Z","title":"Sultan, M","venue":null,"work_id":"3e77396d-cdb6-40a0-9bba-e5402b547c51","year":2019},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.541469Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:4ce30cb195863d6ace93ee3942884c9b9fd56fc896ef6ae350082b8e7e130c2d","observation_id":"9089d4e6-7017-4039-9171-3c1c99aa55be","resolution":{"observed_at":"2026-08-07T23:23:52.607629Z","resolver_source":"arxiv_id_nonexistent","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.546345Z","title":"Jo, The promise and peril of generative AI, Nature 614 (2023) 214– 216","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.546345Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:6307751afb25eff108b7859efd81ebdc5711aebb76ab977978a23a03afc3016c","observation_id":"459d9694-29af-4faf-b7d3-a6f5086a15d8","resolution":{"observed_at":"2026-08-07T23:23:49.546345Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.08774","last_updated":"2024-03-04T06:01:33Z","snapshot_observed_at":"2026-08-07T07:30:12.213965Z","submitted_at":"2023-03-15T17:15:04Z","title":"GPT-4 Technical Report","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.08774","snapshot_observed_at":"2026-08-07T23:23:49.551105Z","title":"arXiv:2303.08774","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.551105Z"},"links":{"cited_paper":"/paper/2303.08774","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:96d1a603b5faae2e124eb054b298bec4282aa13a9f6936963c365d46b8f8d047","observation_id":"7a9cc1eb-d908-40f6-a930-68440d82d3f3","resolution":{"observed_at":"2026-08-07T23:23:49.551105Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:52.434721Z","title":null,"venue":null,"work_id":"d3bf86c0-83bc-45e5-98f1-78cca1bb5257","year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.557240Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:024f1fee9ca28a79401452cec7f7d4e5328daab3a3d90267465e674f7e732812","observation_id":"30ce6493-9000-4cf2-831f-56b7aaa84512","resolution":{"observed_at":"2026-08-07T23:23:52.439702Z","resolver_source":"arxiv_id_nonexistent","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.561977Z","title":"Daws, US disrupts botnet used by russia-linked APT28 threat group, www.iottechnews.com / (2024)","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.561977Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:6934e07fdaf7ccc91c1b33372d470761c3adf66684274192bb6b369b8ee16c58","observation_id":"70429a2d-cd4b-4ac6-b813-c1cd4028fa8e","resolution":{"observed_at":"2026-08-07T23:23:49.561977Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.567095Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.567095Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:701930767dba855aa5876b29a73aa5cc99d19c95c31ae628bfd4174eb8b04069","observation_id":"43b5e3ce-5399-42f4-8c2e-041c120e82ff","resolution":{"observed_at":"2026-08-07T23:23:49.567095Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2402.04373","last_updated":"2024-02-06T20:18:32Z","snapshot_observed_at":"2026-08-06T14:29:32.375881Z","submitted_at":"2024-02-06T20:18:32Z","title":"The World of Generative AI: Deepfakes and Large Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.04373","snapshot_observed_at":"2026-08-07T23:23:49.573010Z","title":"Mitra, S","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.573010Z"},"links":{"cited_paper":"/paper/2402.04373","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:e7e3cf10426aa6955632daa44dcb8d73cb16fba1e0b0b144540a598a2741e597","observation_id":"23221607-f726-4e5f-a42d-7070bfa95e69","resolution":{"observed_at":"2026-08-07T23:23:49.573010Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.578201Z","title":"Zeadally, E","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.578201Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:e1708853687a8f1e6a8d7c5c58c642905a876c81d69de9c8f084ccb6a17f5bc5","observation_id":"c689832f-4987-47d8-b95f-b753aeea47f3","resolution":{"observed_at":"2026-08-07T23:23:49.578201Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.583955Z","title":"Alzubaidi, J","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.583955Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:788ffffbc7b4c5a3c17f08654fc9a3650702ca00f83f524ad6dbf77e4e738555","observation_id":"3c1e2b8d-bf7e-4d4b-88e6-ae4b34be3d60","resolution":{"observed_at":"2026-08-07T23:23:49.583955Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.589102Z","title":"Zhang, S","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.589102Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:50805f405261954f49650362e4bf76e9fe45f7db89846f183d699858f8b1c2d4","observation_id":"f96e8af9-f3b5-40d1-b79f-8778d58ad0c0","resolution":{"observed_at":"2026-08-07T23:23:49.589102Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.594748Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.594748Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:befaf5e788f8ff682aefcc314b8486be2f15ed00ad36bd530df0560c93128469","observation_id":"e456e9ad-9c3f-43b5-9b02-2a7debab2e56","resolution":{"observed_at":"2026-08-07T23:23:49.594748Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1602.06291","last_updated":"2016-05-31T17:19:09Z","snapshot_observed_at":"2026-07-06T04:46:47.314757Z","submitted_at":"2016-02-19T20:52:08Z","title":"Contextual LSTM (CLSTM) models for Large scale NLP tasks","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1602.06291","snapshot_observed_at":"2026-08-07T23:23:49.599526Z","title":"Ghosh, O","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.599526Z"},"links":{"cited_paper":"/paper/1602.06291","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:2e7f64a626860d032e95194fd1cf0221927a624aeaec1bc353e0bc07939bee86","observation_id":"8b417861-1ce9-4cac-8f65-15e82b3c4886","resolution":{"observed_at":"2026-08-07T23:23:49.599526Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.604432Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.604432Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:5f6646bb3a873c9c443dd8effed61c011b3550b657478256e65e199d07f05d9a","observation_id":"03dc09ca-ec5f-4964-9008-8460d3b316eb","resolution":{"observed_at":"2026-08-07T23:23:49.604432Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.609113Z","title":"Yinka-Banjo, O.-A","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.609113Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:091e01cbcf5e5579157e163b6b15e742438ca74520bad638158c51ad225f20ef","observation_id":"0012fe14-48ce-4a87-b1a5-ba92a32ef216","resolution":{"observed_at":"2026-08-07T23:23:49.609113Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.614039Z","title":"Kaloudi, J","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.614039Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:0c631dc23b505b7834780a6dc8d5aaed31e20588f07e0d58142a2adf2c4705ef","observation_id":"54f092d6-7e61-4341-9037-333338961479","resolution":{"observed_at":"2026-08-07T23:23:49.614039Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.618581Z","title":"McIntosh, T","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.618581Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:a23248e9eb1793a87944c0f4e4e928437f226934f403c40b4ef3d90d3bdddc0a","observation_id":"58ec3caa-a7b9-40de-8bcd-48cdea02f47a","resolution":{"observed_at":"2026-08-07T23:23:49.618581Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.623157Z","title":"Renaud, M","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.623157Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:994fe7cbaa03cca385501d763dd32b437c7c588cbf5b86e563fd543e26ef681c","observation_id":"7b2368b5-4a12-4e10-9b7b-32af8acbed21","resolution":{"observed_at":"2026-08-07T23:23:49.623157Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.628523Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.628523Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:440d744825437c52263a1e3237cc3f99d1a3e23480421328e7ea48ba3dbbb398","observation_id":"65dbf626-fd26-4c73-b1f0-66cdc48994d4","resolution":{"observed_at":"2026-08-07T23:23:49.628523Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.633217Z","title":"Greshake, S","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.633217Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:db66de46bd29d8af8bc5da5fc4b25b2207425bd337ee3d4829c41471a3d44b90","observation_id":"e9f13015-d6b9-4451-90cb-8eaba8a45750","resolution":{"observed_at":"2026-08-07T23:23:49.633217Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.637820Z","title":"Gupta, C","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.637820Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:9b884f3a45b8c2cbc94326dfe325b60ce917f2ae76fa0a548b53a6a539d29e0b","observation_id":"39f7af34-3bb6-402c-bff1-09a2eb4a36a6","resolution":{"observed_at":"2026-08-07T23:23:49.637820Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2401.09727","last_updated":"2025-04-15T15:38:22Z","snapshot_observed_at":"2026-08-04T23:37:07.884128Z","submitted_at":"2024-01-18T05:06:39Z","title":"Lateral Phishing With Large Language Models: A Large Organization Comparative Study","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2401.09727","snapshot_observed_at":"2026-08-07T23:23:49.642415Z","title":"Bethany, A","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.642415Z"},"links":{"cited_paper":"/paper/2401.09727","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:2760971b5f74acd521b024e167c0e62d4071347b7f4e263f3c92da86a0b8a67c","observation_id":"58b781ef-4abf-493e-8b88-2f4fd6cec763","resolution":{"observed_at":"2026-08-07T23:23:49.642415Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.648343Z","title":"Hilario, S","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.648343Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:b9f487f788eb5e6440f64ec3e3c847e2ad617bdfd3fbf80d79cbc8bdee38769c","observation_id":"d497bd58-7b84-4bf1-9755-4539aea1f5ec","resolution":{"observed_at":"2026-08-07T23:23:49.648343Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2308.06782","last_updated":"2024-06-02T16:16:49Z","snapshot_observed_at":"2026-08-07T16:46:33.307475Z","submitted_at":"2023-08-13T14:35:50Z","title":"PentestGPT: An LLM-empowered Automatic Penetration Testing Tool","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2308.06782","snapshot_observed_at":"2026-08-07T23:23:49.653321Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.653321Z"},"links":{"cited_paper":"/paper/2308.06782","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:4f6025696cf1234b9184ea2938966d8a676f2fa3c54dc7b65f8498e68e4fa718","observation_id":"6d77a5fb-ee40-4521-b65f-46ea39046dfb","resolution":{"observed_at":"2026-08-07T23:23:49.653321Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.659505Z","title":"Ahmadi, Open AI and its impact on fraud detection in financial in- dustry, Sina, A.(2023)","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.659505Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:f2f1c831e13f7be752cdeed1300a018da7593031f42396bf7079719bf66505c4","observation_id":"3c601699-821d-4ab6-bafc-e9e278e477ab","resolution":{"observed_at":"2026-08-07T23:23:49.659505Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2306.13033","last_updated":"2023-06-22T16:51:41Z","snapshot_observed_at":"2026-07-06T15:45:39.649725Z","submitted_at":"2023-06-22T16:51:41Z","title":"Impacts and Risk of Generative AI Technology on Cyber Defense","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2306.13033","snapshot_observed_at":"2026-08-07T23:23:49.664493Z","title":"Neupane, I","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.664493Z"},"links":{"cited_paper":"/paper/2306.13033","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:3ec8bb76162f82cb8150d4db0f7b569fc5e0b878c2286e98bd963dde6ce2ae0d","observation_id":"098b9262-f843-4b54-85dc-8ba82837be9d","resolution":{"observed_at":"2026-08-07T23:23:49.664493Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.12132","last_updated":"2023-03-21T18:45:09Z","snapshot_observed_at":"2026-07-06T15:06:22.794892Z","submitted_at":"2023-03-21T18:45:09Z","title":"Fundamentals of Generative Large Language Models and Perspectives in Cyber-Defense","version":1},"cited_work":{"arxiv_id":"2303.12132","doi":null,"metadata_source":"pith","pith_arxiv_id":"2303.12132","snapshot_observed_at":"2026-08-07T23:23:52.151459Z","title":"Fundamentals of Generative Large Language Models and Perspectives in Cyber-Defense","venue":"cs.CL","work_id":"8edd31f8-0fe7-4042-af79-aeb25dec90fd","year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.670277Z"},"links":{"cited_paper":"/paper/2303.12132","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:fa452374da40314f9e82f7cd5d08b91acb24ef6fd28b34b2c94bb47f9df45492","observation_id":"ace4cac3-c279-4ec8-9e8a-47bec05921e2","resolution":{"observed_at":"2026-08-07T23:23:52.156657Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.675470Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.675470Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:68252c874dc804bdaf98d5b962ca0a5f22591bc26157cd35a0d98d03cb169126","observation_id":"bd7e975a-1818-4094-9a12-6f0c79b6d24a","resolution":{"observed_at":"2026-08-07T23:23:49.675470Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.681059Z","title":"URL: https://attack.mitre.org/ mitigations/ics/","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.681059Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:36966c97b3358586d4e985efa8b2413c3a346428056c04299c7493be5e377800","observation_id":"d7a3a914-1053-45bc-999b-f806d63b917f","resolution":{"observed_at":"2026-08-07T23:23:49.681059Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.685834Z","title":"Kavian, M","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.685834Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:6cffc61e8b905748f5f724babef3e1325aa5702ad647a5bca47a0939d9ea8738","observation_id":"aeecfbfd-1ef9-4246-b35c-f6344c63bb82","resolution":{"observed_at":"2026-08-07T23:23:49.685834Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.690426Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.690426Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:8c6d79aa1702eb94ef1553fb71d7f37d395a9a5e2cd21e1cca2ac8c16f8c4fe8","observation_id":"339415a4-9baa-4e53-bfaf-e8eeb782ffcd","resolution":{"observed_at":"2026-08-07T23:23:49.690426Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.5281/zenodo.10780591","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:50.236482Z","title":null,"venue":null,"work_id":"3f684b68-2dd7-4f64-b3c4-3a10860c7e44","year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.695762Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:d49fb0909dfc1949df82e91bed5d8919761869d8e9a0238d570d550af2f1d16f","observation_id":"d5116985-6bd0-456a-a193-061cdce55d2e","resolution":{"observed_at":"2026-08-07T23:23:50.241825Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2309.16021","last_updated":"2023-09-27T20:58:13Z","snapshot_observed_at":"2026-07-06T16:24:38.375055Z","submitted_at":"2023-09-27T20:58:13Z","title":"HuntGPT: Integrating Machine Learning-Based Anomaly Detection and Explainable AI with Large Language Models (LLMs)","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2309.16021","snapshot_observed_at":"2026-08-07T23:23:49.700552Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.700552Z"},"links":{"cited_paper":"/paper/2309.16021","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:ea3d7a25d3b166f2b3ffb8ce87f71ed254bc91d40f6c045d605a3c36161db902","observation_id":"70cbac8c-1696-475c-968d-8f359e9fda1f","resolution":{"observed_at":"2026-08-07T23:23:49.700552Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:52.113595Z","title":"Tavallaee, E","venue":null,"work_id":"6602e33c-fe41-4914-9881-92d4b2ce322a","year":2009},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.712144Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:0b4848939be0f9a427d0974041aa2d3741d280e88f4e9ca172b0a64c558cf916","observation_id":"6d76d9c0-d364-43a2-b172-710c60d1dc35","resolution":{"observed_at":"2026-08-07T23:23:52.119971Z","resolver_source":"arxiv_id_nonexistent","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.717226Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.717226Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:11025189be8f36cc615636a555aac7052a9fe45e514dbbd3a41f77d96b01bbe0","observation_id":"310dea76-e05b-4da3-bccc-9ca4dd3871d9","resolution":{"observed_at":"2026-08-07T23:23:49.717226Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2312.09007","last_updated":"2024-08-09T07:07:49Z","snapshot_observed_at":"2026-07-06T17:01:44.940193Z","submitted_at":"2023-12-14T14:57:58Z","title":"LLMind: Orchestrating AI and IoT with LLM for Complex Task Execution","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.09007","snapshot_observed_at":"2026-08-07T23:23:49.722120Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.722120Z"},"links":{"cited_paper":"/paper/2312.09007","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:5a498f601e0b17aeeec95380b9aed6de883468f48529fa92b54a68ddd846fb31","observation_id":"2ccfdc7e-6329-48eb-91ba-4e65317aa925","resolution":{"observed_at":"2026-08-07T23:23:49.722120Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.15723","last_updated":"2024-07-09T15:20:52Z","snapshot_observed_at":"2026-07-06T17:49:24.075614Z","submitted_at":"2024-03-23T05:18:46Z","title":"A hybrid LLM workflow can help identify user privilege related variables in programs of any size","version":2},"cited_work":{"arxiv_id":"2403.15723","doi":null,"metadata_source":"pith","pith_arxiv_id":"2403.15723","snapshot_observed_at":"2026-08-07T23:23:51.928796Z","title":"A hybrid LLM workflow can help identify user privilege related variables in programs of any size","venue":"cs.CR","work_id":"39c5a1ce-973b-4044-8f38-fda9b440621f","year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.728154Z"},"links":{"cited_paper":"/paper/2403.15723","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:7cfe396bed7ba46c32c1a601383f62f8b1450defc3da32edb59b98676d9e8807","observation_id":"8d9efc31-1fe2-4a32-88e7-67096aa7158e","resolution":{"observed_at":"2026-08-07T23:23:51.934631Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.732932Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.732932Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:0a90485d790d810be8d6d7cceb8a76683bcddc03d846001fe81017a8170ce333","observation_id":"ce91cff9-7395-41aa-b489-370d87af84e9","resolution":{"observed_at":"2026-08-07T23:23:49.732932Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2308.08155","last_updated":"2023-10-03T20:47:10Z","snapshot_observed_at":"2026-07-31T19:03:03.494918Z","submitted_at":"2023-08-16T05:57:52Z","title":"AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2308.08155","snapshot_observed_at":"2026-08-07T23:23:49.737414Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.737414Z"},"links":{"cited_paper":"/paper/2308.08155","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:1267512a8cca437805b1aa824e3c2ddbb520056b58732e04d915afb10e53ad90","observation_id":"3ea43304-e214-48ab-a63c-941bbda93685","resolution":{"observed_at":"2026-08-07T23:23:49.737414Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2309.16422","last_updated":"2023-09-28T13:18:33Z","snapshot_observed_at":"2026-07-06T16:24:53.814969Z","submitted_at":"2023-09-28T13:18:33Z","title":"Cyber Sentinel: Exploring Conversational Agents in Streamlining Security Tasks with GPT-4","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2309.16422","snapshot_observed_at":"2026-08-07T23:23:49.742051Z","title":"Kaheh, D","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.742051Z"},"links":{"cited_paper":"/paper/2309.16422","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:4daf96a8eb80b979e491deef5b1db33e2544aade1c19a9e413749b196ca3339d","observation_id":"c697e90f-8915-4213-aadf-910d6c60ec22","resolution":{"observed_at":"2026-08-07T23:23:49.742051Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2312.00401","last_updated":"2024-12-22T17:32:54Z","snapshot_observed_at":"2026-08-06T19:29:58.703108Z","submitted_at":"2023-12-01T07:50:53Z","title":"VIoTGPT: Learning to Schedule Vision Tools in LLMs towards Intelligent Video Internet of Things","version":2},"cited_work":{"arxiv_id":"2312.00401","doi":null,"metadata_source":"pith","pith_arxiv_id":"2312.00401","snapshot_observed_at":"2026-08-07T23:23:51.875066Z","title":"VIoTGPT: Learning to Schedule Vision Tools in LLMs towards Intelligent Video Internet of Things","venue":"cs.CV","work_id":"e0fdf842-8e62-47d8-a9fc-2854998602f3","year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.746734Z"},"links":{"cited_paper":"/paper/2312.00401","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:941454de12572455b20e213aed41fa3bf91d28ef3162face20d578e40b65aa81","observation_id":"5b4ea645-3a74-4be3-99d6-65cf34bb275e","resolution":{"observed_at":"2026-08-07T23:23:51.880816Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.06046","last_updated":"2023-10-09T18:02:38Z","snapshot_observed_at":"2026-07-06T16:30:04.288241Z","submitted_at":"2023-10-09T18:02:38Z","title":"LLM for SoC Security: A Paradigm Shift","version":1},"cited_work":{"arxiv_id":"2310.06046","doi":null,"metadata_source":"pith","pith_arxiv_id":"2310.06046","snapshot_observed_at":"2026-08-07T23:23:51.853635Z","title":"LLM for SoC Security: A Paradigm Shift","venue":"cs.CR","work_id":"945efa0e-9ac8-4e91-a7c9-4adfbf4e53b5","year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.751304Z"},"links":{"cited_paper":"/paper/2310.06046","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:6d92f45f5cd790d8fe13e8d2c360f1154cfb36407d6620ea65eabd5405922b60","observation_id":"ef66d028-7b61-49a3-8e00-923c75c42e96","resolution":{"observed_at":"2026-08-07T23:23:51.858856Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.756036Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.756036Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:335fc3df0cb8fd256a5701ad5d18e047c6e23e09e31a797058761469d9ec9406","observation_id":"4e58022b-728a-4c9d-9c14-da8b89fa1dfe","resolution":{"observed_at":"2026-08-07T23:23:49.756036Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.761648Z","title":"Guastalla, Y","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.761648Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:570968ac92d0aed0463cec7a94125b0b70b9a1aaea9634bd1aee951f3166c5ae","observation_id":"f5c7d584-1897-49e7-b021-f3ab201a2fd3","resolution":{"observed_at":"2026-08-07T23:23:49.761648Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:51.832776Z","title":null,"venue":null,"work_id":"8c64020c-ad38-413b-a05e-10fb0283e953","year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.766017Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:d57d971cd1e633f47e4b9dea21a7937795f7554214cb8fa8c0d69620d94f8002","observation_id":"3c7c5666-747e-458f-bbc1-e82b9dbe0d07","resolution":{"observed_at":"2026-08-07T23:23:51.837568Z","resolver_source":"arxiv_id_nonexistent","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.770368Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.770368Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:d9d150eee0e160e95619a883889722c8eda566390573627b43b343a7e99d3196","observation_id":"d8bb5d5c-838a-456c-88a2-1bcb48f729e8","resolution":{"observed_at":"2026-08-07T23:23:49.770368Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2401.03374","last_updated":"2024-02-22T00:29:37Z","snapshot_observed_at":"2026-07-06T17:12:26.471069Z","submitted_at":"2024-01-07T02:46:39Z","title":"LLM-Powered Code Vulnerability Repair with Reinforcement Learning and Semantic Reward","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2401.03374","snapshot_observed_at":"2026-08-07T23:23:49.774662Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.774662Z"},"links":{"cited_paper":"/paper/2401.03374","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:31238ab64ad5d97f3b19f3fe02f0badae2de07a27cd9257f6223d6f7274dbd71","observation_id":"afc0c933-b7a5-43ce-918d-148e5cf5cc33","resolution":{"observed_at":"2026-08-07T23:23:49.774662Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:51.652244Z","title":"Bhandari, A","venue":null,"work_id":"53e74a76-de7b-42ed-a126-a93649271d1f","year":2021},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.779424Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:bf148892cce0388c04fa9a4413144eebbee239ccb48f884b32ee81f072b87d5b","observation_id":"175bb44e-eb29-4716-a6e5-89a562009253","resolution":{"observed_at":"2026-08-07T23:23:51.657019Z","resolver_source":"arxiv_id_nonexistent","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2309.15324","last_updated":"2023-09-27T00:10:29Z","snapshot_observed_at":"2026-08-06T11:36:27.233789Z","submitted_at":"2023-09-27T00:10:29Z","title":"DefectHunter: A Novel LLM-Driven Boosted-Conformer-based Code Vulnerability Detection Mechanism","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2309.15324","snapshot_observed_at":"2026-08-07T23:23:49.783732Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.783732Z"},"links":{"cited_paper":"/paper/2309.15324","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:5563c26e16083134def72321ff34213ce07a2d2fc26ba40dac3eec41b8a8c89f","observation_id":"0b664282-009c-43a0-bef4-8b4eb11826de","resolution":{"observed_at":"2026-08-07T23:23:49.783732Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.788699Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.788699Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:56ee92ffa01b5ae3c44e243dc5dd27e340c203eabb7192b91992925ce8074e78","observation_id":"17ea60e6-2868-4870-b8e3-a09665c999d1","resolution":{"observed_at":"2026-08-07T23:23:49.788699Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.793331Z","title":"Jin, Pongo-70b dataset (2023)","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.793331Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:702e3e8f589590f13eaafb453b693f803f0497c924ef6866c77040438e846a99","observation_id":"612294e6-015b-4f1c-91da-a7180638bae6","resolution":{"observed_at":"2026-08-07T23:23:49.793331Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.798409Z","title":"URL: https://nvd","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.798409Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:21f3e02f4947dca37bf79f7306b9a8dbc080694b00811febfa3f123773142369","observation_id":"05cfd3ad-be73-4f03-8eb7-a6699aa5d64b","resolution":{"observed_at":"2026-08-07T23:23:49.798409Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.803002Z","title":"Adams, AttackGen (2024)","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.803002Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:c0c0989e924aa7760519d4a3693cb2fc4c6801b4c54926c4bf681a49f2cc69ed","observation_id":"21c8601b-15a6-4a08-84b7-e4139d08dbde","resolution":{"observed_at":"2026-08-07T23:23:49.803002Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.21203/rs","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:50.208682Z","title":"Yamin, E","venue":null,"work_id":"b05ae0b1-e2ba-4cd9-931f-8f00a66b6203","year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.808043Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:baa671d0ba839ca485be9dc68e421ffd45113de701e2090e048e0a5f414977c4","observation_id":"bd7b693a-d092-476f-b549-2089e9965c4e","resolution":{"observed_at":"2026-08-07T23:23:50.213798Z","resolver_source":"doi_truncated","status":"malformed_identifier"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2401.16185","last_updated":"2025-06-07T17:03:11Z","snapshot_observed_at":"2026-08-04T22:35:18.426928Z","submitted_at":"2024-01-29T14:32:27Z","title":"LLM4Vuln: A Unified Evaluation Framework for Decoupling and Enhancing LLMs' Vulnerability Reasoning","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2401.16185","snapshot_observed_at":"2026-08-07T23:23:49.812601Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.812601Z"},"links":{"cited_paper":"/paper/2401.16185","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:fa89d2c098a5c28ac31d731a0ca1c22546de1ac2df9bb4fc69192caad652b6ee","observation_id":"fc1fe6d2-9823-4618-a76e-08636a0ad544","resolution":{"observed_at":"2026-08-07T23:23:49.812601Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.01038","last_updated":"2024-03-02T00:10:45Z","snapshot_observed_at":"2026-08-06T23:34:33.998103Z","submitted_at":"2024-03-02T00:10:45Z","title":"AutoAttacker: A Large Language Model Guided System to Implement Automatic Cyber-attacks","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.01038","snapshot_observed_at":"2026-08-07T23:23:49.817436Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.817436Z"},"links":{"cited_paper":"/paper/2403.01038","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:52a5991efe1ee49c642500878f414ccaa8f47e9003037eb19e92b86a7545ef33","observation_id":"017076ff-676b-4323-a8d8-053f2104c8b0","resolution":{"observed_at":"2026-08-07T23:23:49.817436Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2404.14459","last_updated":"2024-05-21T13:10:39Z","snapshot_observed_at":"2026-07-06T18:03:55.981890Z","submitted_at":"2024-04-21T20:56:02Z","title":"LLMs in Web Development: Evaluating LLM-Generated PHP Code Unveiling Vulnerabilities and Limitations","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.14459","snapshot_observed_at":"2026-08-07T23:23:49.821955Z","title":"T ´oth, T","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":65,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.821955Z"},"links":{"cited_paper":"/paper/2404.14459","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:802d30e2791f54a2dbc2da04eb8b212fb7d84be0e5fa1761c3f0f300025011e7","observation_id":"20cb4741-7aef-4781-a3f0-8da80e927a9e","resolution":{"observed_at":"2026-08-07T23:23:49.821955Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.03897","last_updated":"2024-03-06T17:57:03Z","snapshot_observed_at":"2026-07-06T17:40:33.769700Z","submitted_at":"2024-03-06T17:57:03Z","title":"Fuzzing BusyBox: Leveraging LLM and Crash Reuse for Embedded Bug Unearthing","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.03897","snapshot_observed_at":"2026-08-07T23:23:49.826753Z","title":"Oliinyk, M","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":66,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.826753Z"},"links":{"cited_paper":"/paper/2403.03897","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:0a7edc71557ca73f3059396bcb5a26c0cf2aa53ba028a12e0967a3de58e8f7d6","observation_id":"72aeca70-1098-4ffa-9931-745083312600","resolution":{"observed_at":"2026-08-07T23:23:49.826753Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.831611Z","title":"Happe, A","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":67,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.831611Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:3029985092e738a93ae3c3fe175eaf6543360715f4aaa8dc4672210e236fbd13","observation_id":"ab028ee5-5bc9-4d67-9e22-3725fa423f1f","resolution":{"observed_at":"2026-08-07T23:23:49.831611Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:51.188920Z","title":null,"venue":null,"work_id":"65151162-3a7e-41b9-8efa-be155bc7ae93","year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":68,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.836246Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:01b58af72446cd205ab0f5f0f6ced8ce86f73c523c9309e027fe7f2b1a67720d","observation_id":"eaaa9934-b6e6-428a-a48c-8656e21d9b9f","resolution":{"observed_at":"2026-08-07T23:23:51.193726Z","resolver_source":"arxiv_id_nonexistent","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.840853Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":69,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.840853Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:b5ac57c8a4b68fb2ffd952347f02838bdd2c503da809c144abffbdcfa9768108","observation_id":"761ea9c6-4bc7-4613-a233-8f6047742909","resolution":{"observed_at":"2026-08-07T23:23:49.840853Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.845485Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":70,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.845485Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:ec9dccd35431db294b0a3ec08a745d079885b4fd96d374ef7cead31e46debcfa","observation_id":"02ce66f4-8b38-4fdd-8113-b88eb9d00b37","resolution":{"observed_at":"2026-08-07T23:23:49.845485Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2404.08144","last_updated":"2024-04-17T04:34:39Z","snapshot_observed_at":"2026-08-02T04:29:28.130280Z","submitted_at":"2024-04-11T22:07:19Z","title":"LLM Agents can Autonomously Exploit One-day Vulnerabilities","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.08144","snapshot_observed_at":"2026-08-07T23:23:49.849936Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":71,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.849936Z"},"links":{"cited_paper":"/paper/2404.08144","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:31314e7d744ef9955a68907578399d4a5d9894ed296be3589e18b020f03d91b1","observation_id":"e0f40613-9077-4c5b-b44f-0c24af41b5cc","resolution":{"observed_at":"2026-08-07T23:23:49.849936Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.855071Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":72,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.855071Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:7ea8c7ae555bc01087ab1c2b0964b9328265b3284a735f404a0061269ed7b74a","observation_id":"a0c02525-2155-499d-af72-8124ed3570b0","resolution":{"observed_at":"2026-08-07T23:23:49.855071Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:51.007521Z","title":"Piggott, S","venue":null,"work_id":"d68dad9f-f5ac-48ff-9afe-a2be088358bb","year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":73,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.860025Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:e83146526dd516c9da0d4324b5a1bc485b09d668f1caade090a72d76a7f7711d","observation_id":"c60e60c8-3ec2-44cd-8cfe-45641c81e84b","resolution":{"observed_at":"2026-08-07T23:23:51.012421Z","resolver_source":"arxiv_id_nonexistent","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:50.850329Z","title":"Happe, J","venue":null,"work_id":"3a734958-772f-4769-81c5-119f2792ad18","year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":74,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.864904Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:3460240c919c225664400441983c38f04ddd5c0fa5700a05d325b0bb2aa0373f","observation_id":"c4ab0263-1788-4d85-aaec-3a1e0a9a0412","resolution":{"observed_at":"2026-08-07T23:23:50.856082Z","resolver_source":"arxiv_id_nonexistent","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.869205Z","title":"Yang, IoT software vulnerability detection techniques through large language model, in: International Conference on Formal Engineering Methods, Springer, 2023, pp","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":75,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.869205Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:87c71db3cad1042d095faa9689c4ddd08e05723ee6e343bd9c68a37468052499","observation_id":"0a44d773-ea51-45cf-9fb9-b6da3fa3494a","resolution":{"observed_at":"2026-08-07T23:23:49.869205Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:50.677850Z","title":"Prensky, Digital game-based learning, Comput","venue":null,"work_id":"3d33f629-d59f-47e8-916e-c5aff8fb72f8","year":2003},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":76,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.873817Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:eec47580cd628dda03dfa4976cdab2403c4b08d0a7aceafa5ce545e5f9fbbd00","observation_id":"4093d9ce-7017-4e98-850d-63ab91f91470","resolution":{"observed_at":"2026-08-07T23:23:50.683285Z","resolver_source":"arxiv_id_nonexistent","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:50.512484Z","title":null,"venue":null,"work_id":"b9b824b1-80b9-4925-9bb1-a4e56fc43133","year":2020},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":77,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.878118Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:713305d48ff1b4777b0a51ad36c3a5d7db0b5d5d050f5a99bcbb93d0ac5ccf47","observation_id":"796d02f7-ccb8-46ba-9fa2-0d292fda2065","resolution":{"observed_at":"2026-08-07T23:23:50.517470Z","resolver_source":"arxiv_id_nonexistent","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1145/3580598","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:50.191826Z","title":null,"venue":null,"work_id":"11f638e3-d813-45e9-afdc-86b33132bdb0","year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":78,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.882581Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:1830315be90f717b24d91e9479837f0a5c6b95094cebd68818f422f0eb4f54db","observation_id":"7a03bd3f-d48f-45e8-9004-c2a8e83e2f15","resolution":{"observed_at":"2026-08-07T23:23:50.198065Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.886996Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":79,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.886996Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:694c67d0c8ffa79f7eddb00bb1594925f6b6936f3b8ee8dc14d22c07a6163c12","observation_id":"7f231f0d-badc-4e7b-93b3-0ce5391e7a12","resolution":{"observed_at":"2026-08-07T23:23:49.886996Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.891772Z","title":"URL: https://attack.mitre.org/ groups/G0035/","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":80,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.891772Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:4db05f64634e252107d3b08fde9858db6e8d766531dc38009716cb4b8c2c8bf3","observation_id":"e8fa8e97-3ff8-4632-93ff-f6f41af29e2f","resolution":{"observed_at":"2026-08-07T23:23:49.891772Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2307.03875","last_updated":"2023-07-13T17:29:48Z","snapshot_observed_at":"2026-08-08T05:05:24.809165Z","submitted_at":"2023-07-08T01:42:22Z","title":"Large Language Models for Supply Chain Optimization","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2307.03875","snapshot_observed_at":"2026-08-07T23:23:49.896442Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":81,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.896442Z"},"links":{"cited_paper":"/paper/2307.03875","citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:347819258530a98c745b15ff5d7354b0e9fb772e12a0b49f05c8cf62577cfb48","observation_id":"61b43f6f-2276-4fbb-98cb-436bdf0c841c","resolution":{"observed_at":"2026-08-07T23:23:49.896442Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.901397Z","title":"Munley, A","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":82,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.901397Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:da56547866f11553f284c1892901146cb327de8a66de68059a5585f717641387","observation_id":"692da705-41ee-47ee-9e07-b3f0e34463e9","resolution":{"observed_at":"2026-08-07T23:23:49.901397Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.907040Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":83,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.907040Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:b46c5d865db1d16c3c326bfed23467b686e07f2257f4ee0fbf122756d92d6327","observation_id":"8894fb57-d9f6-4fe5-bbfe-9edb61354f57","resolution":{"observed_at":"2026-08-07T23:23:49.907040Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.916657Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":85,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.916657Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:d059689e319f5b1c6e17d9ace2eaff41a49de2d0899d38ec80317a3349c8cc85","observation_id":"49ac605a-d8aa-4363-bc14-2b72f1b3f101","resolution":{"observed_at":"2026-08-07T23:23:49.916657Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.921294Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":86,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.921294Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:4160937609c2c4dbac0252e73442441fd386a50b7fef5171e1e2a8015c4ef36d","observation_id":"98dbbd80-f85d-4033-80c1-24f07c4df0d9","resolution":{"observed_at":"2026-08-07T23:23:49.921294Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.932182Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":88,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.932182Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:c6b144b8fd389ede41e6f49d0c5634734c1ba59fe8b3390fd87b7b8edbef60e2","observation_id":"f1b47f66-bd9c-4be5-a736-2a85f9939220","resolution":{"observed_at":"2026-08-07T23:23:49.932182Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.937360Z","title":"Phase 2: Detection Objectives: • Test the company’s ability to detect anomalies activities associated with a supply chain compromise","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":89,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.937360Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:46761df129a505d2b601b1a9cbc00720823ee8f61e938512b0ddf30a5affc153","observation_id":"17ad3bfd-1b3b-426e-9f78-cd9abe418b29","resolution":{"observed_at":"2026-08-07T23:23:49.937360Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.942354Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":90,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.942354Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:f10ef3ae83af362ceffe4f61db7f1a10cba1074de660481bde120df0d6e2d453","observation_id":"4ab1510c-defc-49af-a5e9-35278de88d29","resolution":{"observed_at":"2026-08-07T23:23:49.942354Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.947226Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":91,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.947226Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:2b3c41792158c5a6fadc8bb908ac40960186646cfdea47bfed83773151d7c7eb","observation_id":"43028547-d060-4aa8-bf09-1a5199204c01","resolution":{"observed_at":"2026-08-07T23:23:49.947226Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.951880Z","title":"Phase 3: Containment Objectives: • Evaluate the company’s capability to contain the threat and prevent further damage","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":92,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.951880Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:42cdc5a5df5f480180b8d27578e3f51009c64883f647a044deab2ccd8360ab4d","observation_id":"345be26c-113d-4840-97a8-e8adf270cdb4","resolution":{"observed_at":"2026-08-07T23:23:49.951880Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.955952Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":93,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.955952Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:c5d04a88db646b0c0aa78d3f1665d041ae9366d9eeb4d8c686aaf9c0ba9f6d8f","observation_id":"ff30b1fd-9cf8-49e1-b6e5-3bab5f01e1df","resolution":{"observed_at":"2026-08-07T23:23:49.955952Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:49.964671Z","title":"Phase 4: Eradication Objectives: • Test the company’s ability to remove the threat from a ffected systems","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":95,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.964671Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:743ffc2b246a0313da607d9809a081c472789149dc261e8c4dcc113c59fd160f","observation_id":"859ee2b9-fddb-455f-a978-238439298526","resolution":{"observed_at":"2026-08-07T23:23:49.964671Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:53.554167Z","title":null,"venue":null,"work_id":"07765529-4b09-4c95-a09f-b8109f0a5920","year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":96,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.969655Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:12b8488a669b1441889109d51b11f2c10db8cdc0c7ab801d6c1cf3b4148f21e5","observation_id":"b4c41341-1d1c-4303-96f0-b48aefe5a47b","resolution":{"observed_at":"2026-08-07T23:23:53.558728Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:53.538912Z","title":null,"venue":null,"work_id":"540a4cdc-2a38-4a8c-98bd-a3f1448d1237","year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":97,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.974013Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:a740493f93ede916d246233d99d4ecc2db81498bef51e560aab165ecf1f24299","observation_id":"2beeb69b-e134-4f8f-a942-5aad18266d0d","resolution":{"observed_at":"2026-08-07T23:23:53.543859Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:53.524153Z","title":"Phase 5: Recovery Objectives: • Assess the company’s procedures for restoring normal operations","venue":null,"work_id":"4ea700df-b002-4bbb-8e73-17008b7a7bb0","year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":98,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.978725Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:12d084609ac143bc22fbb9ae08046bd83dfcdd3aa5e1384e2816a5d81c5d9a58","observation_id":"671e9f20-198e-4a71-848b-70b0412ee039","resolution":{"observed_at":"2026-08-07T23:23:53.529101Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:53.509379Z","title":null,"venue":null,"work_id":"58d89ffe-fa52-4649-9c6a-865be55cdf91","year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":99,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.983502Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:616886489fd18a3d48aeae78e68afb77ef5cc152d85ee55672c462fa51f5de04","observation_id":"c009dd1c-3b38-4aef-b4d7-1352befd7888","resolution":{"observed_at":"2026-08-07T23:23:53.514145Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:53.493780Z","title":null,"venue":null,"work_id":"481ca9bd-e2e2-40c5-98c9-0d70b65817c4","year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":100,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.988436Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:e35443b2a881b2528ddc6368c59b882583eeae272330256bcfadb7f1d20dc9d5","observation_id":"0b16f1ca-e78b-4070-a8b3-f0367f4f0d1b","resolution":{"observed_at":"2026-08-07T23:23:53.498812Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:53.478698Z","title":"Phase 6: Lessons Learned Objectives: • Review the incident response process to identify strengths and areas for improvement","venue":null,"work_id":"f277a025-cdcf-4e93-8e6c-5c17214f691d","year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":101,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.993422Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:bee2dcdc2f9dff2c89d2c87cf0e1c5ce65304b7fcc61ca50fe89387d86058349","observation_id":"40c07592-d9b9-4822-93b0-6f858b0fd063","resolution":{"observed_at":"2026-08-07T23:23:53.483650Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:53.464196Z","title":null,"venue":null,"work_id":"ec85060d-e42c-4fd4-bcf6-7cc49f148a7c","year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":102,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:49.998109Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:1064e35cb54e5c68faa7f07a7b056e2a28664b3b618390dc929ce572cf45ebe3","observation_id":"62dbd827-3992-431b-b51d-afdef590ca5b","resolution":{"observed_at":"2026-08-07T23:23:53.468732Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:53.449238Z","title":null,"venue":null,"work_id":"d6e5b5cc-4f0c-48d2-b1c8-332a90087c9d","year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":103,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:50.002944Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:1c9780b0709d9a5158f9fb86cc41fcdf33c166ac513cb21f0cfd23d43d434cf4","observation_id":"77faf3a6-4add-4907-a6c7-ea506f5da92b","resolution":{"observed_at":"2026-08-07T23:23:53.453931Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T23:23:53.434803Z","title":"Evaluation Criteria","venue":null,"work_id":"b27122e7-9a0f-4c89-a235-f1834f04b9a3","year":null},"citing_paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities","version":1},"reference_index":104,"source":"pdf_text","source_observed_at":"2026-08-07T23:23:50.007290Z"},"links":{"citing_paper":"/paper/2502.08886"},"observation_digest":"sha256:b3247e1c4e7e58be7972cbc236d0925ac07669a0689fb055b2ee5c7eefd1d39b","observation_id":"5007094f-0b63-4066-aa32-5325dda05146","resolution":{"observed_at":"2026-08-07T23:23:53.439354Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2502.08886","last_updated":"2025-02-13T01:55:43Z","latest_version":1,"primary_category":"cs.CR","snapshot_observed_at":"2026-08-07T23:17:32.270066Z","submitted_at":"2025-02-13T01:55:43Z","title":"Generative AI for Internet of Things Security: Challenges and Opportunities"},"reference_resolution":{"displayed":100,"state_counts":{"malformed_identifier":1,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":77,"verified_exact":19,"verified_fuzzy":3},"total_outbound_references":132},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"thesis":"As of 8 August 2026, this Paper Citation Record lists 100 of 132 outbound references and 0 inbound Pith citation observations for arXiv:2502.08886."}