Pith. sign in

Paper Citation Record · LEDGER

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles

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.

pith.paper-citation-record.v1
2505.16215 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:08:50.966049Z

measured 61 of 61 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T18:18:18.399693Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T19:17:18.445994Z

Reference resolution

59 of 59 outbound references displayed

  • verified exact3
  • verified fuzzy47
  • unresolved9
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3e1e7ab1-c15b-4101-84af-aa9821cd71de · outbound

This paper cites Security issues in internet of vehicles (iov): A comprehensive survey,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Security issues in internet of vehicles (iov): A comprehensive survey,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:09:02.584295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:41.942186Z digest=sha256:2c30d8a2784753a3417946e77f1e50450442670584391c95cd46f6bfc59ce6cc

Observation 37d62ef9-2c86-4fae-92ab-7ec42dbb3892 · outbound

This paper cites Gartner predicts outdoor surveillance cameras will be largest market for 5g internet of things solutions over next three years. 2019.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:09:02.326753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:42.039438Z digest=sha256:42d7fda5abaa5035f8aabc9be20be7eaba515e6ad232ee6d5b44c349d57562d5

Observation 86e4d0e0-167c-40f0-ad8f-eb996092ccff · outbound

This paper cites Task offloading for edge-iov networks in the industry 4.0 era and beyond: A high-level view,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:09:02.067748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:42.139329Z digest=sha256:7808ae33961a5da2a131b4b3caa892343049cd6027a538b45a9767e02bf8120a

Observation 23bc0bac-b9d7-4ae5-a3ec-81a13a66b606 · outbound

This paper cites Remote exploitation of an unaltered passenger vehicle,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Remote exploitation of an unaltered passenger vehicle,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:09:01.834091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:42.268060Z digest=sha256:9bdec4a7dcb98f920df13939d63b8c1942c148620cd2195f59512234de94b55d

Observation d511df50-84de-473e-9745-33806c5d5b04 · outbound

This paper cites An effective intrusion detection approach based on ensemble learning for iiot edge computing,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:09:01.557775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:42.351800Z digest=sha256:23a5ef76f4751938d0e5acce4819e69fbaff853f920ed5f64eaff687356924dc

Observation 21f2718f-73b6-43e4-bf0e-cd97a4b4da43 · outbound

This paper cites Iids: Intelligent intrusion detection system for sustainable development in autonomous vehicles,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Iids: Intelligent intrusion detection system for sustainable development in autonomous vehicles,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:09:01.308456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:42.544431Z digest=sha256:a29b5e18e19a42c8d8b69ff0e2a96ffd998d36d7e3f45a0a8a9a22edcc9a4649

Observation 4a32e10e-4bb3-4f09-9a99-f2b06141bc72 · outbound

This paper cites Adversarial attacks on intrusion detection systems in in-vehicle networks of connected and autonomous vehicles,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:09:01.082223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:42.664093Z digest=sha256:373839a8ecd4ed5c1653dc3ad9edeeff3b693d8e5becdea91e13b94867d6c2d6

Observation 1573c9cc-2b4a-46ad-89a0-bd9b65dd8998 · outbound

This paper cites Mth-ids: A multitiered hybrid intrusion detection system for internet of vehicles,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Mth-ids: A multitiered hybrid intrusion detection system for internet of vehicles,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:09:00.921008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:42.796329Z digest=sha256:ca304dbb286bb05ea73c8e65427e51a20b7edf77e32e0be345b83b1d64933c97

Observation 9731c292-758d-4156-a3bd-a3c75a5119a9 · outbound

This paper cites Ciciov2024: Advancing realistic ids approaches against dos and spoofing attack in iov can bus,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:09:00.748373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:42.890473Z digest=sha256:158c63f9fef09dc042f30bda77239c4bfaf1f7814839650bcdbfdb25955b5a62

Observation eb0ed0ff-fe6e-4173-af1c-6e91f2d04b19 · outbound

This paper cites Enhancing autonomous intrusion detection system with generative adversarial networks,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Enhancing autonomous intrusion detection system with generative adversarial networks,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:09:00.506473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:42.932669Z digest=sha256:6bf160770c29e4376cc99e788c7d1673a105a9dd19ce24ff896ddb2aafa442b4

Observation f1fac107-fce3-46aa-b4c9-b52909c78f2d · outbound

This paper cites To- wards a hierarchical deep learning approach for intrusion detection,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles To- wards a hierarchical deep learning approach for intrusion detection,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:09:00.323485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:43.049955Z digest=sha256:714bb018aad5443d33fae44b3bcdc595e6db7ad5985709b7c8ec6fbeb1f95aaa

Observation ff67c56f-aaad-48b1-b8fc-c05c0b083573 · outbound

This paper cites Hierarchical intrusion detection using machine learning and knowledge model,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Hierarchical intrusion detection using machine learning and knowledge model,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:09:00.103243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:43.133244Z digest=sha256:fc1d6e514968fda629de3d109af05c3afa468bc9c481a1ed4dbf773843d31647

Observation 8fce8c8f-418c-46a6-bf64-a1470092f898 · outbound

This paper cites A novel hierarchical intrusion detection system based on decision tree and rules-based models,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:59.924919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:43.232988Z digest=sha256:595471df78d3c6331d35e4055043a344bde2f0c39ddd3cf1c64d7c0db257243e

Observation 73e2ef07-a4bd-4310-a355-acb73f891a5f · outbound

This paper cites usfad based effective unknown attack detection focused ids framework,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles usfad based effective unknown attack detection focused ids framework,

Reference 14

Resolution
verified exact
doi, observed 2026-08-07T15:08:51.181469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:43.328734Z digest=sha256:b9331b613c361e79847471340b893a85b7c368fdb86f1b9f11341339d47aac59

Observation 051c4daf-95d8-4fa4-8a23-de59acfce307 · outbound

This paper cites A dual-tier adaptive one-class classification ids for emerging cyberthreats,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles A dual-tier adaptive one-class classification ids for emerging cyberthreats,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:59.809082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:43.430304Z digest=sha256:e1078efed2e579e6e92664304e14d1f08235b2e41b6c195f61311ea2327574c0

Observation cd900072-1cae-4fce-a5b2-4a0ae3aea462 · outbound

This paper cites A class-specific intrusion detection model: Hierarchical multi-class ids model,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles A class-specific intrusion detection model: Hierarchical multi-class ids model,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:59.693590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:43.512505Z digest=sha256:dea696b847e15b21832bfff9cc5ceff28169d1528c7705e6dbc283f6cfc6a765

Observation d7dbe686-4a0f-4900-86f5-472baf9500ff · outbound

This paper cites Intrusion detection system based on hybrid hierarchical classifiers,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Intrusion detection system based on hybrid hierarchical classifiers,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:59.495009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:43.618895Z digest=sha256:2c6034b1772b2206efdceadc8f19e29885af98cc2260b2404cdd08b9c6e11b59

Observation e3141aad-3a90-4216-b7d1-7afce121c261 · outbound

This paper cites Meta-heuristic optimization algorithm-based hierarchical intrusion detection system,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Meta-heuristic optimization algorithm-based hierarchical intrusion detection system,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:59.275359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:43.722028Z digest=sha256:edb0c0ed4bdf6e10e8990a4d2b1c0637590c02e9dcb6346486fd423621e9cf2a

Observation b2ad104d-fafa-474f-a40d-271528b93ee2 · outbound

This paper cites A hierarchical intrusion detection system based on extreme learning machine and nature-inspired optimization,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:59.036524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:43.862010Z digest=sha256:5b6ec17a56abedc1932afd61afd288abba1b917c1f5fa9b854391a3fd48e5670

Observation 1b7bd5a7-704f-4589-a7fe-435129c2d8fa · outbound

This paper cites A novel multi-stage approach for hierarchical intrusion detection,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles A novel multi-stage approach for hierarchical intrusion detection,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:58.826608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:43.996822Z digest=sha256:9cd48ddfb8cf394d9acf9174f1255acb7c472530e3a0d7f4aae54c562c0a24ed

Observation cfc95633-ef0e-42ea-9527-2e0a2c6b831a · outbound

This paper cites P2sf- iov: A privacy-preservation-based secured framework for internet of vehicles,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles P2sf- iov: A privacy-preservation-based secured framework for internet of vehicles,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:58.643935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:44.102516Z digest=sha256:399aa3d2070108775c702e7ab41d231c4080bf4573d1e1460dcfedec1e2e8a70

Observation 916def01-b887-44b1-88c3-b375ef7c6c45 · outbound

This paper cites Intrusion detection system using machine learning for vehicular ad hoc networks based on ton-iot dataset,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:58.448421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:44.214656Z digest=sha256:5bf7a15ec2097017eb4c9fdcba8988d1513a738a903bdfbaafa94313c4a1ed6a

Observation 4f9873d7-74a2-4401-be0b-cda2553b6f69 · outbound

This paper cites A privacy-preserving-based secure framework using blockchain- enabled deep-learning in cooperative intelligent transport system,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:58.258369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:44.328176Z digest=sha256:4798a1c5f0ef77f9ddcd98abb6efb460186c49e1a1cf48138c21bffada5879fb

Observation 76a033d8-870f-496f-9341-daca3877aca0 · outbound

This paper cites Federated intrusion detection in blockchain-based smart transportation systems,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Federated intrusion detection in blockchain-based smart transportation systems,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:58.001891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:44.422250Z digest=sha256:28e9c1b151c7388ade0fb3954852962ce578131515f3583edec04240ad63f218

Observation 93086d58-a23a-4070-9b8b-b24e18bcffd0 · outbound

This paper cites A technique for generating a botnet dataset for anomalous activity detection in iot networks,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:57.756287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:44.574060Z digest=sha256:3d0b3970f193150dce593b2607348ecbf19e6ceabe2c3a80b43fd61e41e90849

Observation 181b7a2c-cf53-4b5b-bc03-7036988be7e9 · outbound

This paper cites A new distributed architecture for evaluating ai-based security systems at the edge: Network ton iot datasets,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:57.466900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:44.685540Z digest=sha256:651641d6537302758fbeb524f9f385833e80ff7110bc9376c7e7afc956c1f0d0

Observation 85b290d3-4677-436b-84a9-0a17288e5cbb · outbound

This paper cites A detailed analysis of the kdd cup 99 data set,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles A detailed analysis of the kdd cup 99 data set,

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T15:08:44.778372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:08:44.778372Z digest=sha256:fb71abbf14f815965b7ec1799db7187cce07c6c482d34aebf671924ade05775e

Observation ecaf7e4a-7a40-4186-9a30-8ca91be5cf2d · outbound

This paper cites Unsw-nb15: a comprehensive data set for network intrusion detection systems (unsw-nb15 network data set),.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T15:08:44.894091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:08:44.894091Z digest=sha256:2d802b1d2d88a94cb2999c1424b9fa19eb1c43d6dafb85e04d95b427b37067f2

Observation 2e1fe859-ef24-4ca0-aa0a-2e01d6283797 · outbound

This paper cites Empirical evaluation of attacks against ieee 802.11 enterprise networks: The awid3 dataset,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:57.131746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:45.042448Z digest=sha256:2992a5d6a6fa7ee91dd09702392c5ede51ab9de1273c73e6559303cc5c3aed78

Observation ed6b53df-a121-4656-8f8f-35df3d153c95 · outbound

This paper cites De- veloping realistic distributed denial of service (ddos) attack dataset and taxonomy,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles De- veloping realistic distributed denial of service (ddos) attack dataset and taxonomy,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:56.891942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:45.203818Z digest=sha256:c02cdcc11131221304cd59e3224dc5fae0d967f56bc98bb299a1411ed3da5fc7

Observation 82cea8c5-0f64-4e1d-9847-4c50d505f57d · outbound

This paper cites Distributed privacy-preserving collaborative intrusion detection systems for vanets,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Distributed privacy-preserving collaborative intrusion detection systems for vanets,

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T15:08:45.376860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:08:45.376860Z digest=sha256:73a873e8c8eb525850cbd7a10f8e2551f4add1e336afab2297cd96aa9c5009a7

Observation cdc290f6-eeee-4987-807c-1c3331ccf27e · outbound

This paper cites Transfer learning based in- trusion detection scheme for internet of vehicles,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Transfer learning based in- trusion detection scheme for internet of vehicles,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:56.656958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:45.482603Z digest=sha256:b16b438d1aed3c9a80eadcddfb035421a4fbe921b5c46278d1d7da2b50fdc254

Observation 7573c460-20ad-4646-a2dc-51bee71b86d6 · outbound

This paper cites Intrusion detection on internet of vehicles via combining log-ratio oversampling, outlier detection and metric learning,.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T15:08:45.603251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:08:45.603251Z digest=sha256:1b15d34672d38202471b2e1bf726a9a109390957cbd00d4cf58595aad6cf5953

Observation 0e7d8e5f-df65-47b1-af6d-5528632cf4ed · outbound

This paper cites Intrusion detection system for cyberattacks in the internet of vehicles environment,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Intrusion detection system for cyberattacks in the internet of vehicles environment,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:56.379037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:45.753295Z digest=sha256:710c22c9355d9b5c88bd9ce1561732082c2c274f602b324e2f9fc8183923a078

Observation 9005b8e0-9eea-4fe8-bfb1-ca88fc7a9e55 · outbound

This paper cites Gids: Gan based intrusion detec- tion system for in-vehicle network,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Gids: Gan based intrusion detec- tion system for in-vehicle network,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:56.079253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:45.889038Z digest=sha256:144275db4041ca2a67525bb35d13e619df3341a5bb99fd71571336bc148b8316

Observation ca3e7b3a-9038-47ac-aff3-12bd25dfda9d · outbound

This paper cites Otids: A novel intrusion detection system for in-vehicle network by using remote frame,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:55.796745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:46.107904Z digest=sha256:f298e8a6b527c8cfca60cb04a45657562473b31a7912837e5e3ef0f651f878ff

Observation 71205f8e-4383-4d00-9d6c-bb841a107a65 · outbound

This paper cites A Comprehensive Guide to CAN IDS Data & Introduction of the ROAD Dataset.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles A Comprehensive Guide to CAN IDS Data & Introduction of the ROAD Dataset

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T15:08:46.674667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:08:46.674667Z digest=sha256:e11e47d24a41f3113847fb0597a3294ca7b198c0af0be7ef690df3987db8d1d9

Observation eb59dc02-acdd-432e-bd8b-5e49fa72d6d3 · outbound

This paper cites Advancing vehicle security: Deep learning based solution for defending can networks in the internet of vehicles,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:55.382797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:48.061183Z digest=sha256:f7c688323e92034de8c241699f0aed35a3732ec5723204fc50b8c29930c5bee6

Observation 00e90c84-9075-44a1-af22-767ffc4aad00 · outbound

This paper cites Improving attack detection in iov systems using ga-based hyperparameter optimization,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Improving attack detection in iov systems using ga-based hyperparameter optimization,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:55.113089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:48.148165Z digest=sha256:a982ebebda0b94192095526313cd4bc0841d6c55cf51066106dfcd021e4708f2

Observation eb867403-2010-4fd7-80b3-7e46c43ac8bd · outbound

This paper cites Adversarial robustness of deep reinforcement learning- based intrusion detection,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Adversarial robustness of deep reinforcement learning- based intrusion detection,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:54.807528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:48.303278Z digest=sha256:8a201bfc863daa8a9266498377b02f3ddb6bd91993a3fae023804ae91cb6e237

Observation 5295ae03-9568-48c5-9404-ce70f1931d4f · outbound

This paper cites Transforming In-Vehicle Network Intrusion Detection: VAE-based Knowledge Distillation Meets Explainable AI.

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

Resolution
verified exact
local_arxiv, observed 2026-08-07T15:08:51.615097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:48.375985Z digest=sha256:3bf0e6ecf88bc8f834f44d20133fbfd53d2566c24ad28fd75827d30d16387a5d

Observation 72539449-0b94-4683-898d-2e1af3ce3c24 · outbound

This paper cites Advanced hybrid techniques for cyberattack detection and defense in iot networks,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Advanced hybrid techniques for cyberattack detection and defense in iot networks,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:54.564402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:48.490097Z digest=sha256:e41d468e0e009e3fba62f85fdb1bd30fac51a155fc812348cd88c8a68b6ddbae

Observation 680f17b5-3072-4397-be9d-f78047bf42e3 · outbound

This paper cites Evaluation of boruta algorithm in ddos detection,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Evaluation of boruta algorithm in ddos detection,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:54.256139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:48.666962Z digest=sha256:2574bb3773ec9da9778c5ec7dccade1b5f6af2b910810648e11afa0a005e9821

Observation 7e8b9152-4cf1-4b16-8671-1f4cdd0ded99 · outbound

This paper cites Deep learning hybrid model with boruta-random forest opti- miser algorithm for streamflow forecasting with climate mode indices, rainfall, and periodicity,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:53.995646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:48.833368Z digest=sha256:c055ae949637c7f11964a36615363796e4ef948b460aff9335fa38ca089c10ac

Observation b406ec39-e719-4ae8-8e97-5933cd0ca405 · outbound

This paper cites Deployment of iov for smart cities: Applications, architecture, and challenges,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Deployment of iov for smart cities: Applications, architecture, and challenges,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:53.675047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:49.050498Z digest=sha256:e7691ba2f7ecc0c72c0724e970577d79697bc06f39552140825933f3eda598f1

Observation 65eb28e8-224b-4f71-81d6-8fa9c24e0253 · outbound

This paper cites Internet of vehicles: Motivation, layered architecture, network model, challenges, and future aspects,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Internet of vehicles: Motivation, layered architecture, network model, challenges, and future aspects,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:53.406640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:49.171074Z digest=sha256:c3b1b0f5e48dfd2f2c17c57be6e93701da84e3ad9fee8d3c3d80f42e0c8d0a5e

Observation 451750c6-2457-4e7b-8fa4-db5f8ce437d3 · outbound

This paper cites Emerging technologies for 5g-iov networks: Applications, trends and opportuni- ties,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Emerging technologies for 5g-iov networks: Applications, trends and opportuni- ties,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:53.243551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:49.323502Z digest=sha256:b095f8fdfc19d3dde70f1a6fe2ebc0221e9ac965ce26e0ec4d00f8045e41bed4

Observation 78d2f143-4517-46b8-945e-99f317b1ba9c · outbound

This paper cites Goodfellow, Y.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Goodfellow, Y

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T15:08:49.426852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:08:49.426852Z digest=sha256:e80d7f95ec21db16e6741e6b4b75241aa6b4c7c9089d624097ac405b0d37e8a9

Observation 1f75904d-43a1-4e16-8fa2-88c9779eb24b · outbound

This paper cites Understanding the origins and variability of the fuel consumption gap: Lessons learned from laboratory tests and a real-driving campaign,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:53.098836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:49.584566Z digest=sha256:583d2f4901c5f27f599c9c5802fcdc9838548392844f5668c3557ce73c070feb

Observation e67fbd74-27e9-4d6c-bbf4-427dd76d0d8b · outbound

This paper cites Vehicle fuel consumption prediction method based on driving behavior data collected from smartphones,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:52.767406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:49.672715Z digest=sha256:62ccf07519be5b76197bce1374ebddb6ad4c11e03f5c819367f808378dcf37c9

Observation 4f92385c-a611-4015-b636-29c3641b447b · outbound

This paper cites A linear systems perspective on intrusion detection for routing in reconfigurable wireless networks,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:52.597403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:49.726720Z digest=sha256:d21b4dfae6b2f70447ae6446863b6e08e974684fe47bb7aaafa64b4169b6cebc

Observation d8e1e8a8-2626-4561-8fef-fa60c9f1dc17 · outbound

This paper cites LLM-based Continuous Intrusion Detection Framework for Next-Gen Networks.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles LLM-based Continuous Intrusion Detection Framework for Next-Gen Networks

Reference 52

Resolution
verified exact
local_arxiv, observed 2026-08-07T15:08:51.373387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:49.896590Z digest=sha256:34554e63a1066de5da0559149a5b1407e16aee731ca1c34cac84cb6299e31fef

Observation 274ed064-fc52-48cc-9c6a-4a4f0a66a7df · outbound

This paper cites Llama 2,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Llama 2,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:52.325444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:50.108214Z digest=sha256:b9a4c8a841e20798deb97e1e79f54e2c7397456570b738de657afd5505153069

Observation bcbd6006-c25e-4e7d-978f-d7d5421368b1 · outbound

This paper cites (2023, jul) Inference characteristics of llama.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles (2023, jul) Inference characteristics of llama

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:52.109837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:50.260508Z digest=sha256:926f7da55face8cc428532b29920b3267f83ad870d10035ab7be7bde4974c3c5

Observation afabbd4d-96aa-44a6-8d2b-f3f6af0e6023 · outbound

This paper cites Sur- vey on the internet of vehicles: Network architectures and applications,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Sur- vey on the internet of vehicles: Network architectures and applications,

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-07T15:08:50.467566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:08:50.467566Z digest=sha256:0b7fa0c283cb25107da9772a70dacd35de2558d1d8e0daeedfe0aef28b266706

Observation 4a832f99-ca46-459f-805e-bd6cd88c1425 · outbound

This paper cites A novel multi-service small-cell cloud radio access network for mobile backhaul and computing based on radio-over-fiber technologies,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:51.947096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:50.632351Z digest=sha256:832d3489345df6703eb0af2116d14713c8213f3683373c26734c3e332d9f3ccf

Observation f34409fc-2bf3-4c49-86df-30fcce27b301 · outbound

This paper cites Scikit-learn: Machine learning in python,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Scikit-learn: Machine learning in python,

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-07T15:08:50.858838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:08:50.858838Z digest=sha256:4a73407667702cfcd7d77adee47124cf6e20e333d571e377247c84bc6df69e15

Observation 3425f21a-8585-4d6c-a31c-a8b552168455 · outbound

This paper cites Communication-efficient learning of deep networks from decentralized data,.

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles Communication-efficient learning of deep networks from decentralized data,

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-07T15:08:50.908194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:08:50.908194Z digest=sha256:f9e342d4de3cf04b14a2840135afedde37ced03f5e17feb8fbaba760be5efa62

Observation 66d5510c-3b88-461c-8d5f-a24db83f828a · outbound

This paper cites Impact of communication performance measures for the internet of vehicles in an intersection scenario,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:08:51.816933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:08:50.966049Z digest=sha256:257165c9b7779cae19170fec6f2c79ba030e5ac253c09e81cb3dbf4d489c7b12

Pith citing papers

Observation 82a919cc-db9a-49c4-8045-b73da52b1137 · inbound

Communication-Aware Quantum-Inspired Reinforcement Learning for Cyber-Resilient V2X Intrusion Detection and Mitigation cites this paper.

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

Resolution
verified exact
arxiv_id, observed 2026-07-02T19:17:18.447678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-27T21:33:31.046681Z digest=sha256:6ecf50f9968f577c932d535a62908c7470c4e511e71af6ea70b61e68502c6aaa

Observation a0ad87a8-0a36-4b89-be87-456ec527ae1e · inbound

Communication-Aware Quantum-Inspired Reinforcement Learning for Cyber-Resilient V2X Intrusion Detection and Mitigation cites this paper.

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

Resolution
unresolved
no resolver link, observed 2026-07-14T18:18:18.399693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T18:18:18.399693Z digest=sha256:30275461dfacdbc1b1c74e802ca83ea75f9552e00f77eede9096eceb0ee958f8