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Paper Citation Record · LEDGER

Generative AI for Internet of Things Security: Challenges and Opportunities

As of 17 August 2026, this Paper Citation Record lists 100 of 132 outbound references and 1 inbound Pith citation observation for arXiv:2502.08886.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.08886 v1

Coverage vector

measured 100 of 132 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T23:23:50.007290Z

measured 101 of 101 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:18:24.358163Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-15T23:18:25.172252Z

Reference resolution

100 of 132 outbound references displayed

  • verified exact19
  • verified fuzzy3
  • unresolved77
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7588687e-7d77-4bf7-ac91-4a9d42971749 · outbound

This paper cites Sedjelmaci, F.

Generative AI for Internet of Things Security: Challenges and Opportunities Sedjelmaci, F

Reference 1

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arxiv_id_nonexistent, observed 2026-08-07T23:23:52.982323Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T23:23:49.499994Z digest=sha256:bec42621c142f97ca251c03910ca15ff809d72e81624fbd22e71c25dccb38666

Observation 7b92ece5-7698-4c3d-a7ee-957b96740bfd · outbound

This paper cites Gupta, C.

Generative AI for Internet of Things Security: Challenges and Opportunities Gupta, C

Reference 2

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source=pdf_text observed=2026-08-07T23:23:49.505818Z digest=sha256:fceb4ad18fc9045d7f98506124ab6023f8b5d602b9a5c908cc786d5332eb5bbd

Observation 5974738f-88df-4339-8063-e23dc664bf74 · outbound

This paper cites A Comprehensive Overview of Large Language Models (LLMs) for Cyber Defences: Opportunities and Directions.

Generative AI for Internet of Things Security: Challenges and Opportunities A Comprehensive Overview of Large Language Models (LLMs) for Cyber Defences: Opportunities and Directions

Reference 3

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source=pdf_text observed=2026-08-07T23:23:49.510634Z digest=sha256:c45f9b31ed5876f4eca35c962fb60a300bc70ba43d9d8a46a2d072212a047756

Observation 2515605f-7652-4998-8e12-6b759d198e4d · outbound

This paper cites Kimani, V.

Generative AI for Internet of Things Security: Challenges and Opportunities Kimani, V

Reference 4

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source=pdf_text observed=2026-08-07T23:23:49.516075Z digest=sha256:04d66a172065241470934adcf076d53dd128d7297ab2216bd2a525b94d8d2389

Observation ceb5ec15-9c6c-4d2e-8394-9ee4cc020a98 · outbound

This paper cites Alwahedi, A.

Generative AI for Internet of Things Security: Challenges and Opportunities Alwahedi, A

Reference 5

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source=pdf_text observed=2026-08-07T23:23:49.521163Z digest=sha256:e57faa89624492a542e907b79633eb76e1159383bceb34bfb4e0839dbc75125c

Observation 8185a4af-38db-48fe-83ee-806671684d55 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 6

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source=pdf_text observed=2026-08-07T23:23:49.525987Z digest=sha256:37a37df571b1bc8bc94ad8965082363aaaf18bb23db09a31b29990ca2542788d

Observation 9a227f4b-7b51-45f6-b38b-510ea61e555e · outbound

This paper cites Hassija, V.

Generative AI for Internet of Things Security: Challenges and Opportunities Hassija, V

Reference 7

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source=pdf_text observed=2026-08-07T23:23:49.531312Z digest=sha256:691bbf833acb1c1c27a50a872708c32fc01d2ca9dedba34c6cee88dc55c611f8

Observation 3ad95995-2a58-4894-8ad9-7a10682fc15d · outbound

This paper cites Hussain, R.

Generative AI for Internet of Things Security: Challenges and Opportunities Hussain, R

Reference 8

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source=pdf_text observed=2026-08-07T23:23:49.535858Z digest=sha256:d57012bd67a5d6b1dde6fdd106abf5889ffcbbc72470e782b745b8cd5cdbb9c5

Observation 9089d4e6-7017-4039-9171-3c1c99aa55be · outbound

This paper cites Sultan, M.

Generative AI for Internet of Things Security: Challenges and Opportunities Sultan, M

Reference 9

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source=pdf_text observed=2026-08-07T23:23:49.541469Z digest=sha256:56dbbd5487c140c3724cf8f35ac0cf1055d7529f6ba39abeaf39fe7915ed76a0

Observation 459d9694-29af-4faf-b7d3-a6f5086a15d8 · outbound

This paper cites Jo, The promise and peril of generative AI, Nature 614 (2023) 214– 216.

Generative AI for Internet of Things Security: Challenges and Opportunities Jo, The promise and peril of generative AI, Nature 614 (2023) 214– 216

Reference 10

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source=pdf_text observed=2026-08-07T23:23:49.546345Z digest=sha256:a3bfa4512eb7a78f05d110fde42cc47d2a473582ad52b6f632661ccc6945a2c2

Observation 7a9cc1eb-d908-40f6-a930-68440d82d3f3 · outbound

This paper cites GPT-4 Technical Report.

Generative AI for Internet of Things Security: Challenges and Opportunities GPT-4 Technical Report

Reference 11

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source=pdf_text observed=2026-08-07T23:23:49.551105Z digest=sha256:df08cc5e0116c15c9099045b0d66232b6516153484fe0ec1e62e68044e7be593

Observation 30ce6493-9000-4cf2-831f-56b7aaa84512 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 12

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source=pdf_text observed=2026-08-07T23:23:49.557240Z digest=sha256:13e06e7309a9a4187e4c9164e98096e65435770557b9c240b1a1017da4c0d199

Observation 70429a2d-cd4b-4ac6-b813-c1cd4028fa8e · outbound

This paper cites Daws, US disrupts botnet used by russia-linked APT28 threat group, www.iottechnews.com / (2024).

Generative AI for Internet of Things Security: Challenges and Opportunities Daws, US disrupts botnet used by russia-linked APT28 threat group, www.iottechnews.com / (2024)

Reference 13

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source=pdf_text observed=2026-08-07T23:23:49.561977Z digest=sha256:dc633bc4c0d034bf9e3fce4b976aee22c8b9472427f45fc4156f39bfc251fef2

Observation 43b5e3ce-5399-42f4-8c2e-041c120e82ff · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 14

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source=pdf_text observed=2026-08-07T23:23:49.567095Z digest=sha256:70bd52a0b2651df35366a527f883fb617f3b27f490123860f2a1e30c78899c18

Observation 23221607-f726-4e5f-a42d-7070bfa95e69 · outbound

This paper cites The World of Generative AI: Deepfakes and Large Language Models.

Generative AI for Internet of Things Security: Challenges and Opportunities The World of Generative AI: Deepfakes and Large Language Models

Reference 15

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source=pdf_text observed=2026-08-07T23:23:49.573010Z digest=sha256:55a758ba25cc16cb2397078cac8584be294bd15110b76d8d1e23da17afe9a399

Observation c689832f-4987-47d8-b95f-b753aeea47f3 · outbound

This paper cites Zeadally, E.

Generative AI for Internet of Things Security: Challenges and Opportunities Zeadally, E

Reference 16

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source=pdf_text observed=2026-08-07T23:23:49.578201Z digest=sha256:8835544e11afdcc6099c94673825b4e9be1fcac779a1155893dd5b7924d5170c

Observation 3c1e2b8d-bf7e-4d4b-88e6-ae4b34be3d60 · outbound

This paper cites Alzubaidi, J.

Generative AI for Internet of Things Security: Challenges and Opportunities Alzubaidi, J

Reference 17

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source=pdf_text observed=2026-08-07T23:23:49.583955Z digest=sha256:f8c2ed62f4343b1876744b448953f1714f125b2898d0632e94659668f9004193

Observation f96e8af9-f3b5-40d1-b79f-8778d58ad0c0 · outbound

This paper cites Zhang, S.

Generative AI for Internet of Things Security: Challenges and Opportunities Zhang, S

Reference 18

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source=pdf_text observed=2026-08-07T23:23:49.589102Z digest=sha256:7a9c6225b74183df245529b2ba006d947598df703bb16083c734d8cde667f5ba

Observation e456e9ad-9c3f-43b5-9b02-2a7debab2e56 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 19

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source=pdf_text observed=2026-08-07T23:23:49.594748Z digest=sha256:ce676b0efaa98c218629da76f26852748f7b6fc7a0160762eed09819ccb6e718

Observation 8b417861-1ce9-4cac-8f65-15e82b3c4886 · outbound

This paper cites Contextual LSTM (CLSTM) models for Large scale NLP tasks.

Generative AI for Internet of Things Security: Challenges and Opportunities Contextual LSTM (CLSTM) models for Large scale NLP tasks

Reference 20

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source=pdf_text observed=2026-08-07T23:23:49.599526Z digest=sha256:e91fb235e5cf2955201714c9ea6b372a245062ecd773705a3d8e41ca23c26cc8

Observation 03dc09ca-ec5f-4964-9008-8460d3b316eb · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 21

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source=pdf_text observed=2026-08-07T23:23:49.604432Z digest=sha256:15caa877d75b51e4511756a57d29ceafb90a7bc77d42722f895351755487c9df

Observation 0012fe14-48ce-4a87-b1a5-ba92a32ef216 · outbound

This paper cites Yinka-Banjo, O.-A.

Generative AI for Internet of Things Security: Challenges and Opportunities Yinka-Banjo, O.-A

Reference 22

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source=pdf_text observed=2026-08-07T23:23:49.609113Z digest=sha256:7aaa02e11651ce8a051e203370b8f53fd9e4749dd8792b52da4c9c6c05ed2992

Observation 54f092d6-7e61-4341-9037-333338961479 · outbound

This paper cites Kaloudi, J.

Generative AI for Internet of Things Security: Challenges and Opportunities Kaloudi, J

Reference 23

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source=pdf_text observed=2026-08-07T23:23:49.614039Z digest=sha256:62a42601ffa4d96d83783d28afb9eb5ce48efddc9d3ac271242d49d02e110858

Observation 58ec3caa-a7b9-40de-8bcd-48cdea02f47a · outbound

This paper cites McIntosh, T.

Generative AI for Internet of Things Security: Challenges and Opportunities McIntosh, T

Reference 24

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source=pdf_text observed=2026-08-07T23:23:49.618581Z digest=sha256:f8425056df64c2b5d6dffc1fb2ed0dffc642ba8cc1bf321f9ba35e12bfe93b3c

Observation 7b2368b5-4a12-4e10-9b7b-32af8acbed21 · outbound

This paper cites Renaud, M.

Generative AI for Internet of Things Security: Challenges and Opportunities Renaud, M

Reference 25

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source=pdf_text observed=2026-08-07T23:23:49.623157Z digest=sha256:0ca5b63458fad757903eed7fde1f511c822e8bd03c1eb0b2aee5c2289f01c797

Observation 65dbf626-fd26-4c73-b1f0-66cdc48994d4 · outbound

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Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 26

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source=pdf_text observed=2026-08-07T23:23:49.628523Z digest=sha256:955f7daf3d0f7e8d4dd1a1eda9bea5450466ced3a174c51cdb6c204c4654c820

Observation e9f13015-d6b9-4451-90cb-8eaba8a45750 · outbound

This paper cites Greshake, S.

Generative AI for Internet of Things Security: Challenges and Opportunities Greshake, S

Reference 27

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source=pdf_text observed=2026-08-07T23:23:49.633217Z digest=sha256:29ca49f4c2f3f147f904195b1c3e4b51e33dfa1e2b92bc22d1196f9f18fa1f41

Observation 39f7af34-3bb6-402c-bff1-09a2eb4a36a6 · outbound

This paper cites Gupta, C.

Generative AI for Internet of Things Security: Challenges and Opportunities Gupta, C

Reference 28

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source=pdf_text observed=2026-08-07T23:23:49.637820Z digest=sha256:0f2fbcc8c9be8b896d6c9dcef332ad0fbacec0e863b1b70f6f18536c1d93d6be

Observation 58b781ef-4abf-493e-8b88-2f4fd6cec763 · outbound

This paper cites Lateral Phishing With Large Language Models: A Large Organization Comparative Study.

Generative AI for Internet of Things Security: Challenges and Opportunities Lateral Phishing With Large Language Models: A Large Organization Comparative Study

Reference 29

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source=pdf_text observed=2026-08-07T23:23:49.642415Z digest=sha256:f1d323b7a0ba288cae2fbf911283e35a51f985b81b3ceea101bb6bd924d9b442

Observation d497bd58-7b84-4bf1-9755-4539aea1f5ec · outbound

This paper cites Hilario, S.

Generative AI for Internet of Things Security: Challenges and Opportunities Hilario, S

Reference 30

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source=pdf_text observed=2026-08-07T23:23:49.648343Z digest=sha256:d32a926399be85941bef0508da1bf4d7556e6753a39cc2a561ce346a7d500a54

Observation 6d77a5fb-ee40-4521-b65f-46ea39046dfb · outbound

This paper cites PentestGPT: An LLM-empowered Automatic Penetration Testing Tool.

Generative AI for Internet of Things Security: Challenges and Opportunities PentestGPT: An LLM-empowered Automatic Penetration Testing Tool

Reference 31

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source=pdf_text observed=2026-08-07T23:23:49.653321Z digest=sha256:0b23539d95e65183c8f38b045e6fcd7d9ec5d255d2d95566dc33260cafa3dd59

Observation 3c601699-821d-4ab6-bafc-e9e278e477ab · outbound

This paper cites Ahmadi, Open AI and its impact on fraud detection in financial in- dustry, Sina, A.(2023).

Generative AI for Internet of Things Security: Challenges and Opportunities Ahmadi, Open AI and its impact on fraud detection in financial in- dustry, Sina, A.(2023)

Reference 32

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source=pdf_text observed=2026-08-07T23:23:49.659505Z digest=sha256:eefb8a2bf38a05edb9d3efe6b21623d20ccf1e888b2402efdfbbb58857460fa2

Observation 098b9262-f843-4b54-85dc-8ba82837be9d · outbound

This paper cites Impacts and Risk of Generative AI Technology on Cyber Defense.

Generative AI for Internet of Things Security: Challenges and Opportunities Impacts and Risk of Generative AI Technology on Cyber Defense

Reference 33

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source=pdf_text observed=2026-08-07T23:23:49.664493Z digest=sha256:b50ee218d89b54b7c7ffa88e9fe60403254c9f999c642961274fa87c20ace022

Observation ace4cac3-c279-4ec8-9e8a-47bec05921e2 · outbound

This paper cites Fundamentals of Generative Large Language Models and Perspectives in Cyber-Defense.

Generative AI for Internet of Things Security: Challenges and Opportunities Fundamentals of Generative Large Language Models and Perspectives in Cyber-Defense

Reference 34

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source=pdf_text observed=2026-08-07T23:23:49.670277Z digest=sha256:4bbbcfdc14beda67490ea52d5ff07bac6fd903ad0449dd9cb7b0bd0c544f01eb

Observation bd7e975a-1818-4094-9a12-6f0c79b6d24a · outbound

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Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 35

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source=pdf_text observed=2026-08-07T23:23:49.675470Z digest=sha256:ad16b2a619196c6a790da9f2d6f47bc5a8c125b3f79da7d24736bcfa1998ebe0

Observation d7a3a914-1053-45bc-999b-f806d63b917f · outbound

This paper cites URL: https://attack.mitre.org/ mitigations/ics/.

Generative AI for Internet of Things Security: Challenges and Opportunities URL: https://attack.mitre.org/ mitigations/ics/

Reference 36

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source=pdf_text observed=2026-08-07T23:23:49.681059Z digest=sha256:37f3366fee74874621f15a9f2d4ca3af3548157a312e5efe227b81fe857419e4

Observation aeecfbfd-1ef9-4246-b35c-f6344c63bb82 · outbound

This paper cites Kavian, M.

Generative AI for Internet of Things Security: Challenges and Opportunities Kavian, M

Reference 37

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source=pdf_text observed=2026-08-07T23:23:49.685834Z digest=sha256:596086b198ce5539ef0f0c81c48a7ffd13de3469b5a1065948366d9bc75094fa

Observation 339415a4-9baa-4e53-bfaf-e8eeb782ffcd · outbound

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Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 38

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source=pdf_text observed=2026-08-07T23:23:49.690426Z digest=sha256:d97dee178b2252f0250f71d1315ad1c129088849a4cf6d6747de2142c249e7b9

Observation d5116985-6bd0-456a-a193-061cdce55d2e · outbound

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Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 39

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source=pdf_text observed=2026-08-07T23:23:49.695762Z digest=sha256:91aff9b287c8c1941d375eb15196d1c2a59bae6371e6445aa9bbb7080a221653

Observation 70cbac8c-1696-475c-968d-8f359e9fda1f · outbound

This paper cites HuntGPT: Integrating Machine Learning-Based Anomaly Detection and Explainable AI with Large Language Models (LLMs).

Generative AI for Internet of Things Security: Challenges and Opportunities HuntGPT: Integrating Machine Learning-Based Anomaly Detection and Explainable AI with Large Language Models (LLMs)

Reference 40

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Observation 6d76d9c0-d364-43a2-b172-710c60d1dc35 · outbound

This paper cites Tavallaee, E.

Generative AI for Internet of Things Security: Challenges and Opportunities Tavallaee, E

Reference 42

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source=pdf_text observed=2026-08-07T23:23:49.712144Z digest=sha256:e3e0a0ba50447afac69dcab5139c51380f3a8e79b15edd6ac71f438e21670ff6

Observation 310dea76-e05b-4da3-bccc-9ca4dd3871d9 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 43

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source=pdf_text observed=2026-08-07T23:23:49.717226Z digest=sha256:ad0ec2fbe9c256d84969f88770870390baea57ce2957c0ce931d48cdb3393f73

Observation 2ccfdc7e-6329-48eb-91ba-4e65317aa925 · outbound

This paper cites LLMind: Orchestrating AI and IoT with LLM for Complex Task Execution.

Generative AI for Internet of Things Security: Challenges and Opportunities LLMind: Orchestrating AI and IoT with LLM for Complex Task Execution

Reference 44

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source=pdf_text observed=2026-08-07T23:23:49.722120Z digest=sha256:c45b7a5f1dd0640dd28297ba91a302912eb1e7a96864f34e0bc472d05022785e

Observation 8d9efc31-1fe2-4a32-88e7-67096aa7158e · outbound

This paper cites A hybrid LLM workflow can help identify user privilege related variables in programs of any size.

Generative AI for Internet of Things Security: Challenges and Opportunities A hybrid LLM workflow can help identify user privilege related variables in programs of any size

Reference 45

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source=pdf_text observed=2026-08-07T23:23:49.728154Z digest=sha256:df481a462040c256a184546e583c3c892f96cef3979dd48c94887b81269e7b66

Observation ce91cff9-7395-41aa-b489-370d87af84e9 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 46

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source=pdf_text observed=2026-08-07T23:23:49.732932Z digest=sha256:27310ed699423c621d96e285c59468db7371d143c94c3cff5fe0a30530b271b5

Observation 3ea43304-e214-48ab-a63c-941bbda93685 · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

Generative AI for Internet of Things Security: Challenges and Opportunities AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 47

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source=pdf_text observed=2026-08-07T23:23:49.737414Z digest=sha256:a2ca5ec3d8e3b6f69159d1682701e71c49bfd381f7f29661a5a4dadc4048280d

Observation c697e90f-8915-4213-aadf-910d6c60ec22 · outbound

This paper cites Cyber Sentinel: Exploring Conversational Agents in Streamlining Security Tasks with GPT-4.

Generative AI for Internet of Things Security: Challenges and Opportunities Cyber Sentinel: Exploring Conversational Agents in Streamlining Security Tasks with GPT-4

Reference 48

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source=pdf_text observed=2026-08-07T23:23:49.742051Z digest=sha256:2401fd97d5ad6beb6d2e6555392dc0933f9b6e8a46da82cdd05e70532c14003d

Observation 5b4ea645-3a74-4be3-99d6-65cf34bb275e · outbound

This paper cites VIoTGPT: Learning to Schedule Vision Tools in LLMs towards Intelligent Video Internet of Things.

Generative AI for Internet of Things Security: Challenges and Opportunities VIoTGPT: Learning to Schedule Vision Tools in LLMs towards Intelligent Video Internet of Things

Reference 49

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source=pdf_text observed=2026-08-07T23:23:49.746734Z digest=sha256:ac3a9f16ebd34742670b660ebfdd601c36f38f1c62f23f8988a0c42d1bf8516e

Observation ef66d028-7b61-49a3-8e00-923c75c42e96 · outbound

This paper cites LLM for SoC Security: A Paradigm Shift.

Generative AI for Internet of Things Security: Challenges and Opportunities LLM for SoC Security: A Paradigm Shift

Reference 50

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source=pdf_text observed=2026-08-07T23:23:49.751304Z digest=sha256:2991e30900ef79fb434cb4ba0154730962fc2801742759a694875c9d2d131cbf

Observation 4e58022b-728a-4c9d-9c14-da8b89fa1dfe · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 51

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Observation f5c7d584-1897-49e7-b021-f3ab201a2fd3 · outbound

This paper cites Guastalla, Y.

Generative AI for Internet of Things Security: Challenges and Opportunities Guastalla, Y

Reference 52

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source=pdf_text observed=2026-08-07T23:23:49.761648Z digest=sha256:e189ba7ec327f70f6fc844daf9e86492d16b780e288de867622d66629d99dded

Observation 3c7c5666-747e-458f-bbc1-e82b9dbe0d07 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 53

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source=pdf_text observed=2026-08-07T23:23:49.766017Z digest=sha256:7f905b616ea37f49cbc00b1d1e728819410cfef99ae2df5fe2c33990b8635329

Observation d8bb5d5c-838a-456c-88a2-1bcb48f729e8 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 54

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source=pdf_text observed=2026-08-07T23:23:49.770368Z digest=sha256:3d955aeab8d8f28f0e694e2a5c63028dd6d3b9b9a376a4047c3d18cb1a6f5810

Observation afc0c933-b7a5-43ce-918d-148e5cf5cc33 · outbound

This paper cites LLM-Powered Code Vulnerability Repair with Reinforcement Learning and Semantic Reward.

Generative AI for Internet of Things Security: Challenges and Opportunities LLM-Powered Code Vulnerability Repair with Reinforcement Learning and Semantic Reward

Reference 55

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source=pdf_text observed=2026-08-07T23:23:49.774662Z digest=sha256:47cbb59d9ebcf215407ca67dbea9247eab027f0094342ebee5d56c41c9cf0638

Observation 175bb44e-eb29-4716-a6e5-89a562009253 · outbound

This paper cites Bhandari, A.

Generative AI for Internet of Things Security: Challenges and Opportunities Bhandari, A

Reference 56

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source=pdf_text observed=2026-08-07T23:23:49.779424Z digest=sha256:42579d4a060d4a0065c98e878e108aca4bd632da402993fd9b97660a9dc9a7e0

Observation 0b664282-009c-43a0-bef4-8b4eb11826de · outbound

This paper cites DefectHunter: A Novel LLM-Driven Boosted-Conformer-based Code Vulnerability Detection Mechanism.

Generative AI for Internet of Things Security: Challenges and Opportunities DefectHunter: A Novel LLM-Driven Boosted-Conformer-based Code Vulnerability Detection Mechanism

Reference 57

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Observation 17ea60e6-2868-4870-b8e3-a09665c999d1 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 58

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source=pdf_text observed=2026-08-07T23:23:49.788699Z digest=sha256:703b5b19683499c97dc53a19f17e9a76f35f1c82c77bdb7934161082a366ba7a

Observation 612294e6-015b-4f1c-91da-a7180638bae6 · outbound

This paper cites Jin, Pongo-70b dataset (2023).

Generative AI for Internet of Things Security: Challenges and Opportunities Jin, Pongo-70b dataset (2023)

Reference 59

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source=pdf_text observed=2026-08-07T23:23:49.793331Z digest=sha256:4882f11e401d39cbf0101251ffc72d07bb00043672daf60a651db1ecaebc4a60

Observation 05cfd3ad-be73-4f03-8eb7-a6699aa5d64b · outbound

This paper cites URL: https://nvd.

Generative AI for Internet of Things Security: Challenges and Opportunities URL: https://nvd

Reference 60

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source=pdf_text observed=2026-08-07T23:23:49.798409Z digest=sha256:ac9ecefc1f187ce2b79963fdb9ff3a6e67b2ae538169ae8c1255ac27fe08b838

Observation 21c8601b-15a6-4a08-84b7-e4139d08dbde · outbound

This paper cites Adams, AttackGen (2024).

Generative AI for Internet of Things Security: Challenges and Opportunities Adams, AttackGen (2024)

Reference 61

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source=pdf_text observed=2026-08-07T23:23:49.803002Z digest=sha256:9c625bcad0f4ab3cefa5cede329b345c7bcad1397294cfe0bbe10c2cae843c12

Observation bd7b693a-d092-476f-b549-2089e9965c4e · outbound

This paper cites Yamin, E.

Generative AI for Internet of Things Security: Challenges and Opportunities Yamin, E

Reference 62

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source=pdf_text observed=2026-08-07T23:23:49.808043Z digest=sha256:f32910b2def7b9803575146bf2b9f7a607df8d6183e69532e09a584167238b81

Observation fc1fe6d2-9823-4618-a76e-08636a0ad544 · outbound

This paper cites LLM4Vuln: A Unified Evaluation Framework for Decoupling and Enhancing LLMs' Vulnerability Reasoning.

Generative AI for Internet of Things Security: Challenges and Opportunities LLM4Vuln: A Unified Evaluation Framework for Decoupling and Enhancing LLMs' Vulnerability Reasoning

Reference 63

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source=pdf_text observed=2026-08-07T23:23:49.812601Z digest=sha256:da748a0d034b93d9c5d22b45875b816ce1ef0fb05ad6b1b22613827de372e97e

Observation 017076ff-676b-4323-a8d8-053f2104c8b0 · outbound

This paper cites AutoAttacker: A Large Language Model Guided System to Implement Automatic Cyber-attacks.

Generative AI for Internet of Things Security: Challenges and Opportunities AutoAttacker: A Large Language Model Guided System to Implement Automatic Cyber-attacks

Reference 64

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source=pdf_text observed=2026-08-07T23:23:49.817436Z digest=sha256:540acab980f548b14a6d23582dadf3c3f406e641ab9a1610575ab4c024ef6f68

Observation 20cb4741-7aef-4781-a3f0-8da80e927a9e · outbound

This paper cites LLMs in Web Development: Evaluating LLM-Generated PHP Code Unveiling Vulnerabilities and Limitations.

Generative AI for Internet of Things Security: Challenges and Opportunities LLMs in Web Development: Evaluating LLM-Generated PHP Code Unveiling Vulnerabilities and Limitations

Reference 65

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source=pdf_text observed=2026-08-07T23:23:49.821955Z digest=sha256:b061d6302736e8a448af39bdbf6c6bb645d4ab3576c1c3b95632701ba97fa1ea

Observation 72aeca70-1098-4ffa-9931-745083312600 · outbound

This paper cites Fuzzing BusyBox: Leveraging LLM and Crash Reuse for Embedded Bug Unearthing.

Generative AI for Internet of Things Security: Challenges and Opportunities Fuzzing BusyBox: Leveraging LLM and Crash Reuse for Embedded Bug Unearthing

Reference 66

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source=pdf_text observed=2026-08-07T23:23:49.826753Z digest=sha256:92a57d6a0dd251e20fd55e904e884b45a9cfe708fa8e6160bcb636284baa7d7e

Observation ab028ee5-5bc9-4d67-9e22-3725fa423f1f · outbound

This paper cites Happe, A.

Generative AI for Internet of Things Security: Challenges and Opportunities Happe, A

Reference 67

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source=pdf_text observed=2026-08-07T23:23:49.831611Z digest=sha256:d5e8b92b894874a4c6da7114de2bc597a7228b5d73d1c52e9a1cb5910b040eb0

Observation eaaa9934-b6e6-428a-a48c-8656e21d9b9f · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 68

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source=pdf_text observed=2026-08-07T23:23:49.836246Z digest=sha256:39485d970f3117ecc4e40b4feee289f9cf90805213be6c28bfe9c3900d5a8981

Observation 761ea9c6-4bc7-4613-a233-8f6047742909 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 69

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source=pdf_text observed=2026-08-07T23:23:49.840853Z digest=sha256:a940f58cd01ed2a6df2efc82267fc80bc5468634c76c9acb8997bf41b14b3c61

Observation 02ce66f4-8b38-4fdd-8113-b88eb9d00b37 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 70

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source=pdf_text observed=2026-08-07T23:23:49.845485Z digest=sha256:13c10adcd71ac6493f02bcf308e8020a15c33cf49e9988ee7946e54232a153e5

Observation e0f40613-9077-4c5b-b44f-0c24af41b5cc · outbound

This paper cites LLM Agents can Autonomously Exploit One-day Vulnerabilities.

Generative AI for Internet of Things Security: Challenges and Opportunities LLM Agents can Autonomously Exploit One-day Vulnerabilities

Reference 71

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source=pdf_text observed=2026-08-07T23:23:49.849936Z digest=sha256:ce641f8bed0124df71cea050cedab7b60f83213ced801f1c935e7a21d41e0f01

Observation a0c02525-2155-499d-af72-8124ed3570b0 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 72

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source=pdf_text observed=2026-08-07T23:23:49.855071Z digest=sha256:fc92dd94f6899768f5833ae96bf4dfc1119e1fe64cd03be8d34eb3c73e12c548

Observation c60e60c8-3ec2-44cd-8cfe-45641c81e84b · outbound

This paper cites Piggott, S.

Generative AI for Internet of Things Security: Challenges and Opportunities Piggott, S

Reference 73

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source=pdf_text observed=2026-08-07T23:23:49.860025Z digest=sha256:af71cb2fb9d72b6f581b80109cb20dd67a51d74a9971d6450c9256d4d7685b23

Observation c4ab0263-1788-4d85-aaec-3a1e0a9a0412 · outbound

This paper cites Happe, J.

Generative AI for Internet of Things Security: Challenges and Opportunities Happe, J

Reference 74

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source=pdf_text observed=2026-08-07T23:23:49.864904Z digest=sha256:3b70166a499a850968f8026c2189e9dddf4af970956e707a59e45d7c583b702c

Observation 0a44d773-ea51-45cf-9fb9-b6da3fa3494a · outbound

This paper cites Yang, IoT software vulnerability detection techniques through large language model, in: International Conference on Formal Engineering Methods, Springer, 2023, pp.

Generative AI for Internet of Things Security: Challenges and Opportunities Yang, IoT software vulnerability detection techniques through large language model, in: International Conference on Formal Engineering Methods, Springer, 2023, pp

Reference 75

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source=pdf_text observed=2026-08-07T23:23:49.869205Z digest=sha256:be740f3a4130d2eb52f5e22fededb7a64781ab33fc711516fa0a73589aa18fbe

Observation 4093d9ce-7017-4e98-850d-63ab91f91470 · outbound

This paper cites Prensky, Digital game-based learning, Comput.

Generative AI for Internet of Things Security: Challenges and Opportunities Prensky, Digital game-based learning, Comput

Reference 76

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source=pdf_text observed=2026-08-07T23:23:49.873817Z digest=sha256:7ac0fb5ed52d33c44958e4199551ab566cda3b8545f04312e3a278a2b24f5071

Observation 796d02f7-ccb8-46ba-9fa2-0d292fda2065 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

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source=pdf_text observed=2026-08-07T23:23:49.878118Z digest=sha256:30b050530eb180d825e65f826a4c3382bab8114098184c14804490d2689c349e

Observation 7a03bd3f-d48f-45e8-9004-c2a8e83e2f15 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 78

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T23:23:49.882581Z digest=sha256:f6f63a65ee0d330fb4a6a51f3f6d7264716bdb3ca9deff7931da541d6adfcba1

Observation 7f231f0d-badc-4e7b-93b3-0ce5391e7a12 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-07T23:23:49.886996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:23:49.886996Z digest=sha256:c9f411f9c36f3cc9acab61f57e38677ad3198209719b483ae9fa644181fd1541

Observation e8fa8e97-3ff8-4632-93ff-f6f41af29e2f · outbound

This paper cites URL: https://attack.mitre.org/ groups/G0035/.

Generative AI for Internet of Things Security: Challenges and Opportunities URL: https://attack.mitre.org/ groups/G0035/

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-07T23:23:49.891772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:23:49.891772Z digest=sha256:16d8fbb65355699e8e82c162628995b8f026e802aa7c9a387d27a8fe78b92a6c

Observation 61b43f6f-2276-4fbb-98cb-436bdf0c841c · outbound

This paper cites Large Language Models for Supply Chain Optimization.

Generative AI for Internet of Things Security: Challenges and Opportunities Large Language Models for Supply Chain Optimization

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-07T23:23:49.896442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:23:49.896442Z digest=sha256:e5ed4d79765b22a41d060c156fadc33e651d4b0fbbd0ef24a4d7c1d96dafc4c8

Observation 692da705-41ee-47ee-9e07-b3f0e34463e9 · outbound

This paper cites Munley, A.

Generative AI for Internet of Things Security: Challenges and Opportunities Munley, A

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-07T23:23:49.901397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:23:49.901397Z digest=sha256:dccf9d90b8140f39939b2659ffdbd712b5b5d3c003f387b45f24edbbd24e64f8

Observation 8894fb57-d9f6-4fe5-bbfe-9edb61354f57 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-07T23:23:49.907040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:23:49.907040Z digest=sha256:316e47cc4a208dbc33284b15f208879fb40d3466167b6925d17b34da1154c3b7

Observation 49ac605a-d8aa-4363-bc14-2b72f1b3f101 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-07T23:23:49.916657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:23:49.916657Z digest=sha256:dabc8911b051af8529bedd9a2682289e52e7d7018ed757c30e39d42f33b677b8

Observation 98dbbd80-f85d-4033-80c1-24f07c4df0d9 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 86

Resolution
unresolved
no resolver link, observed 2026-08-07T23:23:49.921294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:23:49.921294Z digest=sha256:15f5cd770e7c99575c1230bd7986f9fe7b67109e001052cc085e33691be85120

Observation f1b47f66-bd9c-4be5-a736-2a85f9939220 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 88

Resolution
unresolved
no resolver link, observed 2026-08-07T23:23:49.932182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:23:49.932182Z digest=sha256:d9924568aa1705d13b0627dcea9ce7891db08d7ac149a030345b8c6e780e860a

Observation 17ad3bfd-1b3b-426e-9f78-cd9abe418b29 · outbound

This paper cites Phase 2: Detection Objectives: • Test the company’s ability to detect anomalies activities associated with a supply chain compromise.

Generative AI for Internet of Things Security: Challenges and Opportunities Phase 2: Detection Objectives: • Test the company’s ability to detect anomalies activities associated with a supply chain compromise

Reference 89

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no resolver link, observed 2026-08-07T23:23:49.937360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:23:49.937360Z digest=sha256:360348aebf6bbf8476586ccb6b90a9de55ff5a5d978f02807fa9751c849b2d2d

Observation 4ab1510c-defc-49af-a5e9-35278de88d29 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 90

Resolution
unresolved
no resolver link, observed 2026-08-07T23:23:49.942354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:23:49.942354Z digest=sha256:3532e9ccd4c95d499aa78af076bc16d7e4b0c37c16f157098d471e7094755ae3

Observation 43028547-d060-4aa8-bf09-1a5199204c01 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 91

Resolution
unresolved
no resolver link, observed 2026-08-07T23:23:49.947226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:23:49.947226Z digest=sha256:0cad0fde586af1db28c1a4a24b3bad70e7f08b338e0e1bb75927629eb30d2fe8

Observation 345be26c-113d-4840-97a8-e8adf270cdb4 · outbound

This paper cites Phase 3: Containment Objectives: • Evaluate the company’s capability to contain the threat and prevent further damage.

Generative AI for Internet of Things Security: Challenges and Opportunities Phase 3: Containment Objectives: • Evaluate the company’s capability to contain the threat and prevent further damage

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-07T23:23:49.951880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:23:49.951880Z digest=sha256:d503fb05d292a99a47f31fddbae8afac31e6085c212aa0c06737c12d21ff48c3

Observation ff30b1fd-9cf8-49e1-b6e5-3bab5f01e1df · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 93

Resolution
unresolved
no resolver link, observed 2026-08-07T23:23:49.955952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:23:49.955952Z digest=sha256:19c5881580f1eded5d3b532cec43278850cbce13451f1da983b4eec4d42833b8

Observation 859ee2b9-fddb-455f-a978-238439298526 · outbound

This paper cites Phase 4: Eradication Objectives: • Test the company’s ability to remove the threat from a ffected systems.

Generative AI for Internet of Things Security: Challenges and Opportunities Phase 4: Eradication Objectives: • Test the company’s ability to remove the threat from a ffected systems

Reference 95

Resolution
unresolved
no resolver link, observed 2026-08-07T23:23:49.964671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:23:49.964671Z digest=sha256:2f97b38d5869e76a8b34b74dbd857e443e44a195ed88b0bfc7e8223991aa6c69

Observation b4c41341-1d1c-4303-96f0-b48aefe5a47b · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 96

Resolution
unresolved
raw_fallback, observed 2026-08-07T23:23:53.558728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T23:23:49.969655Z digest=sha256:6729dc9988bce3a328e67f27ea1ee77557b83ac2cb17fc3d510a08e95ea4361d

Observation 2beeb69b-e134-4f8f-a942-5aad18266d0d · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 97

Resolution
unresolved
raw_fallback, observed 2026-08-07T23:23:53.543859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T23:23:49.974013Z digest=sha256:d4b616c43a71788e3bbff9fc68cdf1893c00e915e6501371294fab479983ca81

Observation 671e9f20-198e-4a71-848b-70b0412ee039 · outbound

This paper cites Phase 5: Recovery Objectives: • Assess the company’s procedures for restoring normal operations.

Generative AI for Internet of Things Security: Challenges and Opportunities Phase 5: Recovery Objectives: • Assess the company’s procedures for restoring normal operations

Reference 98

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T23:23:53.529101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T23:23:49.978725Z digest=sha256:018d8320487bde59db59f119307f6ccb6765c4c1dd95a248c5204ef142d76d70

Observation c009dd1c-3b38-4aef-b4d7-1352befd7888 · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 99

Resolution
unresolved
raw_fallback, observed 2026-08-07T23:23:53.514145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T23:23:49.983502Z digest=sha256:a49d38f70a71aabb48315a2b29c599c62f796573439174d9c69912110496d068

Observation 0b16f1ca-e78b-4070-a8b3-f0367f4f0d1b · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 100

Resolution
unresolved
raw_fallback, observed 2026-08-07T23:23:53.498812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T23:23:49.988436Z digest=sha256:a70aa259a8e903e0b60dc8f3a672f6906ba8a8f1a223aaa1b34153b5de30e44e

Observation 40c07592-d9b9-4822-93b0-6f858b0fd063 · outbound

This paper cites Phase 6: Lessons Learned Objectives: • Review the incident response process to identify strengths and areas for improvement.

Generative AI for Internet of Things Security: Challenges and Opportunities Phase 6: Lessons Learned Objectives: • Review the incident response process to identify strengths and areas for improvement

Reference 101

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T23:23:53.483650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T23:23:49.993422Z digest=sha256:3b365d3ea8a370702cf3a1080eb7dcac96999cf5cef0eb0feef0d8d7576de16c

Observation 62dbd827-3992-431b-b51d-afdef590ca5b · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 102

Resolution
unresolved
raw_fallback, observed 2026-08-07T23:23:53.468732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T23:23:49.998109Z digest=sha256:9079ff56dd00deb6b6a624fee86ffe428692f38e178d1022f6a5772d4c61345a

Observation 77faf3a6-4add-4907-a6c7-ea506f5da92b · outbound

This paper cites an unresolved cited work.

Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work

Reference 103

Resolution
unresolved
raw_fallback, observed 2026-08-07T23:23:53.453931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T23:23:50.002944Z digest=sha256:eaf29fda7449f022441726753118fdbefcb1e31c2c98c09e07b56fe09a3927d5

Observation 5007094f-0b63-4066-aa32-5325dda05146 · outbound

This paper cites Evaluation Criteria.

Generative AI for Internet of Things Security: Challenges and Opportunities Evaluation Criteria

Reference 104

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T23:23:53.439354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T23:23:50.007290Z digest=sha256:6fa94b2220f69ea152e7d79b0799748a6ca84c3d35703220227f04e915ae5d11

Pith citing papers

Observation 77ba4044-6786-47d8-987a-b41e67ee1372 · inbound

Large Language Model-driven Security Assistant for Internet of Things via Chain-of-Thought cites this paper.

Large Language Model-driven Security Assistant for Internet of Things via Chain-of-Thought Generative AI for Internet of Things Security: Challenges and Opportunities

Reference 29

Resolution
verified exact
local_arxiv, observed 2026-08-15T23:18:25.177225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T23:18:24.358163Z digest=sha256:5514fb7d84e5f6b7ca748a1530f153835c6abe8bdeb93942fc926cb26ff79686