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Paper Citation Record · LEDGER

Generative AI for Internet of Things Security: Challenges and Opportunities

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.

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 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

100 of 132 outbound references displayed

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

External citation measurements

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

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

Reference 6

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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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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=sha256:2514ae412a26d2c00507e00f52c0dd104579ef8fa94f9a18e80b870f1a9d3501

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=sha256:4ce30cb195863d6ace93ee3942884c9b9fd56fc896ef6ae350082b8e7e130c2d

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

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

Reference 12

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

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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=sha256:701930767dba855aa5876b29a73aa5cc99d19c95c31ae628bfd4174eb8b04069

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

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

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

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

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

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

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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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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=sha256:9b884f3a45b8c2cbc94326dfe325b60ce917f2ae76fa0a548b53a6a539d29e0b

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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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:b9f487f788eb5e6440f64ec3e3c847e2ad617bdfd3fbf80d79cbc8bdee38769c

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=sha256:4f6025696cf1234b9184ea2938966d8a676f2fa3c54dc7b65f8498e68e4fa718

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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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=sha256:3ec8bb76162f82cb8150d4db0f7b569fc5e0b878c2286e98bd963dde6ce2ae0d

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:fa452374da40314f9e82f7cd5d08b91acb24ef6fd28b34b2c94bb47f9df45492

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

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

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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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doi, observed 2026-08-07T23:23:50.241825Z

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source=pdf_text observed=2026-08-07T23:23:49.695762Z digest=sha256:d49fb0909dfc1949df82e91bed5d8919761869d8e9a0238d570d550af2f1d16f

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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source=pdf_text observed=2026-08-07T23:23:49.700552Z digest=sha256:ea3d7a25d3b166f2b3ffb8ce87f71ed254bc91d40f6c045d605a3c36161db902

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=sha256:0b4848939be0f9a427d0974041aa2d3741d280e88f4e9ca172b0a64c558cf916

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=sha256:11025189be8f36cc615636a555aac7052a9fe45e514dbbd3a41f77d96b01bbe0

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=sha256:5a498f601e0b17aeeec95380b9aed6de883468f48529fa92b54a68ddd846fb31

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=sha256:7cfe396bed7ba46c32c1a601383f62f8b1450defc3da32edb59b98676d9e8807

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=sha256:0a90485d790d810be8d6d7cceb8a76683bcddc03d846001fe81017a8170ce333

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=sha256:1267512a8cca437805b1aa824e3c2ddbb520056b58732e04d915afb10e53ad90

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=sha256:4daf96a8eb80b979e491deef5b1db33e2544aade1c19a9e413749b196ca3339d

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=sha256:941454de12572455b20e213aed41fa3bf91d28ef3162face20d578e40b65aa81

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=sha256:6d92f45f5cd790d8fe13e8d2c360f1154cfb36407d6620ea65eabd5405922b60

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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source=pdf_text observed=2026-08-07T23:23:49.756036Z digest=sha256:335fc3df0cb8fd256a5701ad5d18e047c6e23e09e31a797058761469d9ec9406

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=sha256:570968ac92d0aed0463cec7a94125b0b70b9a1aaea9634bd1aee951f3166c5ae

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:d57d971cd1e633f47e4b9dea21a7937795f7554214cb8fa8c0d69620d94f8002

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:d9d150eee0e160e95619a883889722c8eda566390573627b43b343a7e99d3196

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=sha256:31238ab64ad5d97f3b19f3fe02f0badae2de07a27cd9257f6223d6f7274dbd71

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:bf148892cce0388c04fa9a4413144eebbee239ccb48f884b32ee81f072b87d5b

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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source=pdf_text observed=2026-08-07T23:23:49.783732Z digest=sha256:5563c26e16083134def72321ff34213ce07a2d2fc26ba40dac3eec41b8a8c89f

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=sha256:56ee92ffa01b5ae3c44e243dc5dd27e340c203eabb7192b91992925ce8074e78

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=sha256:702e3e8f589590f13eaafb453b693f803f0497c924ef6866c77040438e846a99

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=sha256:21f3e02f4947dca37bf79f7306b9a8dbc080694b00811febfa3f123773142369

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:c0c0989e924aa7760519d4a3693cb2fc4c6801b4c54926c4bf681a49f2cc69ed

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:baa671d0ba839ca485be9dc68e421ffd45113de701e2090e048e0a5f414977c4

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:fa89d2c098a5c28ac31d731a0ca1c22546de1ac2df9bb4fc69192caad652b6ee

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=sha256:52a5991efe1ee49c642500878f414ccaa8f47e9003037eb19e92b86a7545ef33

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=sha256:802d30e2791f54a2dbc2da04eb8b212fb7d84be0e5fa1761c3f0f300025011e7

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=sha256:0a7edc71557ca73f3059396bcb5a26c0cf2aa53ba028a12e0967a3de58e8f7d6

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=sha256:3029985092e738a93ae3c3fe175eaf6543360715f4aaa8dc4672210e236fbd13

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=sha256:01b58af72446cd205ab0f5f0f6ced8ce86f73c523c9309e027fe7f2b1a67720d

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:b5ac57c8a4b68fb2ffd952347f02838bdd2c503da809c144abffbdcfa9768108

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:ec9dccd35431db294b0a3ec08a745d079885b4fd96d374ef7cead31e46debcfa

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=sha256:31314e7d744ef9955a68907578399d4a5d9894ed296be3589e18b020f03d91b1

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=sha256:7ea8c7ae555bc01087ab1c2b0964b9328265b3284a735f404a0061269ed7b74a

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:e83146526dd516c9da0d4324b5a1bc485b09d668f1caade090a72d76a7f7711d

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=sha256:3460240c919c225664400441983c38f04ddd5c0fa5700a05d325b0bb2aa0373f

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=sha256:87c71db3cad1042d095faa9689c4ddd08e05723ee6e343bd9c68a37468052499

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:eec47580cd628dda03dfa4976cdab2403c4b08d0a7aceafa5ce545e5f9fbbd00

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

Reference 77

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source=pdf_text observed=2026-08-07T23:23:49.878118Z digest=sha256:713305d48ff1b4777b0a51ad36c3a5d7db0b5d5d050f5a99bcbb93d0ac5ccf47

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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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:23:49.882581Z digest=sha256:1830315be90f717b24d91e9479837f0a5c6b95094cebd68818f422f0eb4f54db

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=sha256:694c67d0c8ffa79f7eddb00bb1594925f6b6936f3b8ee8dc14d22c07a6163c12

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=sha256:4db05f64634e252107d3b08fde9858db6e8d766531dc38009716cb4b8c2c8bf3

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=sha256:347819258530a98c745b15ff5d7354b0e9fb772e12a0b49f05c8cf62577cfb48

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:da56547866f11553f284c1892901146cb327de8a66de68059a5585f717641387

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:b46c5d865db1d16c3c326bfed23467b686e07f2257f4ee0fbf122756d92d6327

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:d059689e319f5b1c6e17d9ace2eaff41a49de2d0899d38ec80317a3349c8cc85

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=sha256:4160937609c2c4dbac0252e73442441fd386a50b7fef5171e1e2a8015c4ef36d

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:c6b144b8fd389ede41e6f49d0c5634734c1ba59fe8b3390fd87b7b8edbef60e2

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

Resolution
unresolved
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=sha256:46761df129a505d2b601b1a9cbc00720823ee8f61e938512b0ddf30a5affc153

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:f10ef3ae83af362ceffe4f61db7f1a10cba1074de660481bde120df0d6e2d453

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=sha256:2b3c41792158c5a6fadc8bb908ac40960186646cfdea47bfed83773151d7c7eb

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=sha256:42cdc5a5df5f480180b8d27578e3f51009c64883f647a044deab2ccd8360ab4d

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:c5d04a88db646b0c0aa78d3f1665d041ae9366d9eeb4d8c686aaf9c0ba9f6d8f

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=sha256:743ffc2b246a0313da607d9809a081c472789149dc261e8c4dcc113c59fd160f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:23:49.969655Z digest=sha256:12b8488a669b1441889109d51b11f2c10db8cdc0c7ab801d6c1cf3b4148f21e5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:23:49.974013Z digest=sha256:a740493f93ede916d246233d99d4ecc2db81498bef51e560aab165ecf1f24299

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:23:49.978725Z digest=sha256:12d084609ac143bc22fbb9ae08046bd83dfcdd3aa5e1384e2816a5d81c5d9a58

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:23:49.983502Z digest=sha256:616886489fd18a3d48aeae78e68afb77ef5cc152d85ee55672c462fa51f5de04

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:23:49.988436Z digest=sha256:e35443b2a881b2528ddc6368c59b882583eeae272330256bcfadb7f1d20dc9d5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:23:49.993422Z digest=sha256:bee2dcdc2f9dff2c89d2c87cf0e1c5ce65304b7fcc61ca50fe89387d86058349

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:23:49.998109Z digest=sha256:1064e35cb54e5c68faa7f07a7b056e2a28664b3b618390dc929ce572cf45ebe3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:23:50.002944Z digest=sha256:1c9780b0709d9a5158f9fb86cc41fcdf33c166ac513cb21f0cfd23d43d434cf4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:23:50.007290Z digest=sha256:b3247e1c4e7e58be7972cbc236d0925ac07669a0689fb055b2ee5c7eefd1d39b

Pith citing papers

No inbound Pith citation observations are available.