Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T23:23:50.007290Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T23:23:50.007290Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
100 of 132 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 7588687e-7d77-4bf7-ac91-4a9d42971749 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Sedjelmaci, F
Reference 1
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.
Observation 7b92ece5-7698-4c3d-a7ee-957b96740bfd · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Gupta, C
Reference 2
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.
Observation 5974738f-88df-4339-8063-e23dc664bf74 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2515605f-7652-4998-8e12-6b759d198e4d · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Kimani, V
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ceb5ec15-9c6c-4d2e-8394-9ee4cc020a98 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Alwahedi, A
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8185a4af-38db-48fe-83ee-806671684d55 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a227f4b-7b51-45f6-b38b-510ea61e555e · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Hassija, V
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ad95995-2a58-4894-8ad9-7a10682fc15d · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Hussain, R
Reference 8
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.
Observation 9089d4e6-7017-4039-9171-3c1c99aa55be · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Sultan, M
Reference 9
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.
Observation 459d9694-29af-4faf-b7d3-a6f5086a15d8 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a9cc1eb-d908-40f6-a930-68440d82d3f3 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities GPT-4 Technical Report
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30ce6493-9000-4cf2-831f-56b7aaa84512 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 12
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.
Observation 70429a2d-cd4b-4ac6-b813-c1cd4028fa8e · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43b5e3ce-5399-42f4-8c2e-041c120e82ff · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23221607-f726-4e5f-a42d-7070bfa95e69 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities The World of Generative AI: Deepfakes and Large Language Models
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c689832f-4987-47d8-b95f-b753aeea47f3 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Zeadally, E
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c1e2b8d-bf7e-4d4b-88e6-ae4b34be3d60 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Alzubaidi, J
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f96e8af9-f3b5-40d1-b79f-8778d58ad0c0 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Zhang, S
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e456e9ad-9c3f-43b5-9b02-2a7debab2e56 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b417861-1ce9-4cac-8f65-15e82b3c4886 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Contextual LSTM (CLSTM) models for Large scale NLP tasks
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03dc09ca-ec5f-4964-9008-8460d3b316eb · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0012fe14-48ce-4a87-b1a5-ba92a32ef216 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Yinka-Banjo, O.-A
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54f092d6-7e61-4341-9037-333338961479 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Kaloudi, J
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58ec3caa-a7b9-40de-8bcd-48cdea02f47a · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities McIntosh, T
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b2368b5-4a12-4e10-9b7b-32af8acbed21 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Renaud, M
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65dbf626-fd26-4c73-b1f0-66cdc48994d4 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9f13015-d6b9-4451-90cb-8eaba8a45750 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Greshake, S
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39f7af34-3bb6-402c-bff1-09a2eb4a36a6 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Gupta, C
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58b781ef-4abf-493e-8b88-2f4fd6cec763 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Lateral Phishing With Large Language Models: A Large Organization Comparative Study
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d497bd58-7b84-4bf1-9755-4539aea1f5ec · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Hilario, S
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d77a5fb-ee40-4521-b65f-46ea39046dfb · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities PentestGPT: An LLM-empowered Automatic Penetration Testing Tool
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c601699-821d-4ab6-bafc-e9e278e477ab · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 098b9262-f843-4b54-85dc-8ba82837be9d · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Impacts and Risk of Generative AI Technology on Cyber Defense
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ace4cac3-c279-4ec8-9e8a-47bec05921e2 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Fundamentals of Generative Large Language Models and Perspectives in Cyber-Defense
Reference 34
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.
Observation bd7e975a-1818-4094-9a12-6f0c79b6d24a · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7a3a914-1053-45bc-999b-f806d63b917f · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities URL: https://attack.mitre.org/ mitigations/ics/
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aeecfbfd-1ef9-4246-b35c-f6344c63bb82 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Kavian, M
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 339415a4-9baa-4e53-bfaf-e8eeb782ffcd · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5116985-6bd0-456a-a193-061cdce55d2e · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 39
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.
Observation 70cbac8c-1696-475c-968d-8f359e9fda1f · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d76d9c0-d364-43a2-b172-710c60d1dc35 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Tavallaee, E
Reference 42
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.
Observation 310dea76-e05b-4da3-bccc-9ca4dd3871d9 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ccfdc7e-6329-48eb-91ba-4e65317aa925 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities LLMind: Orchestrating AI and IoT with LLM for Complex Task Execution
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d9efc31-1fe2-4a32-88e7-67096aa7158e · outbound
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
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.
Observation ce91cff9-7395-41aa-b489-370d87af84e9 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ea43304-e214-48ab-a63c-941bbda93685 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c697e90f-8915-4213-aadf-910d6c60ec22 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Cyber Sentinel: Exploring Conversational Agents in Streamlining Security Tasks with GPT-4
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b4ea645-3a74-4be3-99d6-65cf34bb275e · outbound
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
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.
Observation ef66d028-7b61-49a3-8e00-923c75c42e96 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities LLM for SoC Security: A Paradigm Shift
Reference 50
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.
Observation 4e58022b-728a-4c9d-9c14-da8b89fa1dfe · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5c7d584-1897-49e7-b021-f3ab201a2fd3 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Guastalla, Y
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c7c5666-747e-458f-bbc1-e82b9dbe0d07 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 53
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.
Observation d8bb5d5c-838a-456c-88a2-1bcb48f729e8 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afc0c933-b7a5-43ce-918d-148e5cf5cc33 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities LLM-Powered Code Vulnerability Repair with Reinforcement Learning and Semantic Reward
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 175bb44e-eb29-4716-a6e5-89a562009253 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Bhandari, A
Reference 56
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.
Observation 0b664282-009c-43a0-bef4-8b4eb11826de · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities DefectHunter: A Novel LLM-Driven Boosted-Conformer-based Code Vulnerability Detection Mechanism
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17ea60e6-2868-4870-b8e3-a09665c999d1 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 612294e6-015b-4f1c-91da-a7180638bae6 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Jin, Pongo-70b dataset (2023)
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05cfd3ad-be73-4f03-8eb7-a6699aa5d64b · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities URL: https://nvd
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21c8601b-15a6-4a08-84b7-e4139d08dbde · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Adams, AttackGen (2024)
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd7b693a-d092-476f-b549-2089e9965c4e · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Yamin, E
Reference 62
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.
Observation fc1fe6d2-9823-4618-a76e-08636a0ad544 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities LLM4Vuln: A Unified Evaluation Framework for Decoupling and Enhancing LLMs' Vulnerability Reasoning
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 017076ff-676b-4323-a8d8-053f2104c8b0 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities AutoAttacker: A Large Language Model Guided System to Implement Automatic Cyber-attacks
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 20cb4741-7aef-4781-a3f0-8da80e927a9e · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72aeca70-1098-4ffa-9931-745083312600 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Fuzzing BusyBox: Leveraging LLM and Crash Reuse for Embedded Bug Unearthing
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab028ee5-5bc9-4d67-9e22-3725fa423f1f · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Happe, A
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eaaa9934-b6e6-428a-a48c-8656e21d9b9f · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 68
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.
Observation 761ea9c6-4bc7-4613-a233-8f6047742909 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02ce66f4-8b38-4fdd-8113-b88eb9d00b37 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0f40613-9077-4c5b-b44f-0c24af41b5cc · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities LLM Agents can Autonomously Exploit One-day Vulnerabilities
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0c02525-2155-499d-af72-8124ed3570b0 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c60e60c8-3ec2-44cd-8cfe-45641c81e84b · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Piggott, S
Reference 73
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.
Observation c4ab0263-1788-4d85-aaec-3a1e0a9a0412 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Happe, J
Reference 74
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.
Observation 0a44d773-ea51-45cf-9fb9-b6da3fa3494a · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4093d9ce-7017-4e98-850d-63ab91f91470 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Prensky, Digital game-based learning, Comput
Reference 76
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.
Observation 796d02f7-ccb8-46ba-9fa2-0d292fda2065 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 77
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.
Observation 7a03bd3f-d48f-45e8-9004-c2a8e83e2f15 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 78
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.
Observation 7f231f0d-badc-4e7b-93b3-0ce5391e7a12 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 79
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8fa8e97-3ff8-4632-93ff-f6f41af29e2f · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities URL: https://attack.mitre.org/ groups/G0035/
Reference 80
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61b43f6f-2276-4fbb-98cb-436bdf0c841c · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Large Language Models for Supply Chain Optimization
Reference 81
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 692da705-41ee-47ee-9e07-b3f0e34463e9 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Munley, A
Reference 82
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8894fb57-d9f6-4fe5-bbfe-9edb61354f57 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 83
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49ac605a-d8aa-4363-bc14-2b72f1b3f101 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 85
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98dbbd80-f85d-4033-80c1-24f07c4df0d9 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 86
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1b47f66-bd9c-4be5-a736-2a85f9939220 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 88
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17ad3bfd-1b3b-426e-9f78-cd9abe418b29 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ab1510c-defc-49af-a5e9-35278de88d29 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 90
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43028547-d060-4aa8-bf09-1a5199204c01 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 91
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 345be26c-113d-4840-97a8-e8adf270cdb4 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff30b1fd-9cf8-49e1-b6e5-3bab5f01e1df · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 93
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 859ee2b9-fddb-455f-a978-238439298526 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b4c41341-1d1c-4303-96f0-b48aefe5a47b · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 96
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.
Observation 2beeb69b-e134-4f8f-a942-5aad18266d0d · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 97
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.
Observation 671e9f20-198e-4a71-848b-70b0412ee039 · outbound
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
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.
Observation c009dd1c-3b38-4aef-b4d7-1352befd7888 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 99
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.
Observation 0b16f1ca-e78b-4070-a8b3-f0367f4f0d1b · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 100
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.
Observation 40c07592-d9b9-4822-93b0-6f858b0fd063 · outbound
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
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.
Observation 62dbd827-3992-431b-b51d-afdef590ca5b · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 102
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.
Observation 77faf3a6-4add-4907-a6c7-ea506f5da92b · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Unresolved cited work
Reference 103
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.
Observation 5007094f-0b63-4066-aa32-5325dda05146 · outbound
Generative AI for Internet of Things Security: Challenges and Opportunities Evaluation Criteria
Reference 104
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.
No inbound Pith citation observations are available.