Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:08:50.966049Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 2 inbound Pith citation observations for arXiv:2505.16215.
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 2026-08-07T15:08:50.966049Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-14T18:18:18.399693Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-02T19:17:18.445994Z
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3e1e7ab1-c15b-4101-84af-aa9821cd71de · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Security issues in internet of vehicles (iov): A comprehensive survey,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 37d62ef9-2c86-4fae-92ab-7ec42dbb3892 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Gartner predicts outdoor surveillance cameras will be largest market for 5g internet of things solutions over next three years. 2019
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 86e4d0e0-167c-40f0-ad8f-eb996092ccff · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Task offloading for edge-iov networks in the industry 4.0 era and beyond: A high-level view,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 23bc0bac-b9d7-4ae5-a3ec-81a13a66b606 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Remote exploitation of an unaltered passenger vehicle,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d511df50-84de-473e-9745-33806c5d5b04 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles An effective intrusion detection approach based on ensemble learning for iiot edge computing,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 21f2718f-73b6-43e4-bf0e-cd97a4b4da43 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Iids: Intelligent intrusion detection system for sustainable development in autonomous vehicles,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4a32e10e-4bb3-4f09-9a99-f2b06141bc72 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Adversarial attacks on intrusion detection systems in in-vehicle networks of connected and autonomous vehicles,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1573c9cc-2b4a-46ad-89a0-bd9b65dd8998 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Mth-ids: A multitiered hybrid intrusion detection system for internet of vehicles,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9731c292-758d-4156-a3bd-a3c75a5119a9 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Ciciov2024: Advancing realistic ids approaches against dos and spoofing attack in iov can bus,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation eb0ed0ff-fe6e-4173-af1c-6e91f2d04b19 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Enhancing autonomous intrusion detection system with generative adversarial networks,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f1fac107-fce3-46aa-b4c9-b52909c78f2d · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles To- wards a hierarchical deep learning approach for intrusion detection,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ff67c56f-aaad-48b1-b8fc-c05c0b083573 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Hierarchical intrusion detection using machine learning and knowledge model,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8fce8c8f-418c-46a6-bf64-a1470092f898 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles A novel hierarchical intrusion detection system based on decision tree and rules-based models,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 73e2ef07-a4bd-4310-a355-acb73f891a5f · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles usfad based effective unknown attack detection focused ids framework,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 051c4daf-95d8-4fa4-8a23-de59acfce307 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles A dual-tier adaptive one-class classification ids for emerging cyberthreats,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cd900072-1cae-4fce-a5b2-4a0ae3aea462 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles A class-specific intrusion detection model: Hierarchical multi-class ids model,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d7dbe686-4a0f-4900-86f5-472baf9500ff · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Intrusion detection system based on hybrid hierarchical classifiers,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e3141aad-3a90-4216-b7d1-7afce121c261 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Meta-heuristic optimization algorithm-based hierarchical intrusion detection system,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b2ad104d-fafa-474f-a40d-271528b93ee2 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles A hierarchical intrusion detection system based on extreme learning machine and nature-inspired optimization,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1b7bd5a7-704f-4589-a7fe-435129c2d8fa · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles A novel multi-stage approach for hierarchical intrusion detection,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cfc95633-ef0e-42ea-9527-2e0a2c6b831a · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles P2sf- iov: A privacy-preservation-based secured framework for internet of vehicles,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 916def01-b887-44b1-88c3-b375ef7c6c45 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Intrusion detection system using machine learning for vehicular ad hoc networks based on ton-iot dataset,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4f9873d7-74a2-4401-be0b-cda2553b6f69 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles A privacy-preserving-based secure framework using blockchain- enabled deep-learning in cooperative intelligent transport system,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 76a033d8-870f-496f-9341-daca3877aca0 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Federated intrusion detection in blockchain-based smart transportation systems,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 93086d58-a23a-4070-9b8b-b24e18bcffd0 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles A technique for generating a botnet dataset for anomalous activity detection in iot networks,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 181b7a2c-cf53-4b5b-bc03-7036988be7e9 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles A new distributed architecture for evaluating ai-based security systems at the edge: Network ton iot datasets,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 85b290d3-4677-436b-84a9-0a17288e5cbb · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles A detailed analysis of the kdd cup 99 data set,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecaf7e4a-7a40-4186-9a30-8ca91be5cf2d · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Unsw-nb15: a comprehensive data set for network intrusion detection systems (unsw-nb15 network data set),
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e1fe859-ef24-4ca0-aa0a-2e01d6283797 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Empirical evaluation of attacks against ieee 802.11 enterprise networks: The awid3 dataset,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ed6b53df-a121-4656-8f8f-35df3d153c95 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles De- veloping realistic distributed denial of service (ddos) attack dataset and taxonomy,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 82cea8c5-0f64-4e1d-9847-4c50d505f57d · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Distributed privacy-preserving collaborative intrusion detection systems for vanets,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cdc290f6-eeee-4987-807c-1c3331ccf27e · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Transfer learning based in- trusion detection scheme for internet of vehicles,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7573c460-20ad-4646-a2dc-51bee71b86d6 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Intrusion detection on internet of vehicles via combining log-ratio oversampling, outlier detection and metric learning,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e7d8e5f-df65-47b1-af6d-5528632cf4ed · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Intrusion detection system for cyberattacks in the internet of vehicles environment,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9005b8e0-9eea-4fe8-bfb1-ca88fc7a9e55 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Gids: Gan based intrusion detec- tion system for in-vehicle network,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ca3e7b3a-9038-47ac-aff3-12bd25dfda9d · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Otids: A novel intrusion detection system for in-vehicle network by using remote frame,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 71205f8e-4383-4d00-9d6c-bb841a107a65 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles A Comprehensive Guide to CAN IDS Data & Introduction of the ROAD Dataset
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb59dc02-acdd-432e-bd8b-5e49fa72d6d3 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Advancing vehicle security: Deep learning based solution for defending can networks in the internet of vehicles,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 00e90c84-9075-44a1-af22-767ffc4aad00 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Improving attack detection in iov systems using ga-based hyperparameter optimization,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation eb867403-2010-4fd7-80b3-7e46c43ac8bd · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Adversarial robustness of deep reinforcement learning- based intrusion detection,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5295ae03-9568-48c5-9404-ce70f1931d4f · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Transforming In-Vehicle Network Intrusion Detection: VAE-based Knowledge Distillation Meets Explainable AI
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 72539449-0b94-4683-898d-2e1af3ce3c24 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Advanced hybrid techniques for cyberattack detection and defense in iot networks,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 680f17b5-3072-4397-be9d-f78047bf42e3 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Evaluation of boruta algorithm in ddos detection,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7e8b9152-4cf1-4b16-8671-1f4cdd0ded99 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Deep learning hybrid model with boruta-random forest opti- miser algorithm for streamflow forecasting with climate mode indices, rainfall, and periodicity,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b406ec39-e719-4ae8-8e97-5933cd0ca405 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Deployment of iov for smart cities: Applications, architecture, and challenges,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 65eb28e8-224b-4f71-81d6-8fa9c24e0253 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Internet of vehicles: Motivation, layered architecture, network model, challenges, and future aspects,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 451750c6-2457-4e7b-8fa4-db5f8ce437d3 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Emerging technologies for 5g-iov networks: Applications, trends and opportuni- ties,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 78d2f143-4517-46b8-945e-99f317b1ba9c · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Goodfellow, Y
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f75904d-43a1-4e16-8fa2-88c9779eb24b · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Understanding the origins and variability of the fuel consumption gap: Lessons learned from laboratory tests and a real-driving campaign,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e67fbd74-27e9-4d6c-bbf4-427dd76d0d8b · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Vehicle fuel consumption prediction method based on driving behavior data collected from smartphones,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4f92385c-a611-4015-b636-29c3641b447b · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles A linear systems perspective on intrusion detection for routing in reconfigurable wireless networks,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d8e1e8a8-2626-4561-8fef-fa60c9f1dc17 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles LLM-based Continuous Intrusion Detection Framework for Next-Gen Networks
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 274ed064-fc52-48cc-9c6a-4a4f0a66a7df · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Llama 2,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bcbd6006-c25e-4e7d-978f-d7d5421368b1 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles (2023, jul) Inference characteristics of llama
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation afabbd4d-96aa-44a6-8d2b-f3f6af0e6023 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Sur- vey on the internet of vehicles: Network architectures and applications,
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a832f99-ca46-459f-805e-bd6cd88c1425 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles A novel multi-service small-cell cloud radio access network for mobile backhaul and computing based on radio-over-fiber technologies,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f34409fc-2bf3-4c49-86df-30fcce27b301 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Scikit-learn: Machine learning in python,
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3425f21a-8585-4d6c-a31c-a8b552168455 · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Communication-efficient learning of deep networks from decentralized data,
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66d5510c-3b88-461c-8d5f-a24db83f828a · outbound
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Impact of communication performance measures for the internet of vehicles in an intersection scenario,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 82a919cc-db9a-49c4-8045-b73da52b1137 · inbound
Communication-Aware Quantum-Inspired Reinforcement Learning for Cyber-Resilient V2X Intrusion Detection and Mitigation A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a0ad87a8-0a36-4b89-be87-456ec527ae1e · inbound
Communication-Aware Quantum-Inspired Reinforcement Learning for Cyber-Resilient V2X Intrusion Detection and Mitigation A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.