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Paper Citation Record · LEDGER

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles

As of 19 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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:41.942186Z digest=sha256:0b91df0a837753c3f0b8585062b8059105167fe3c7a022ab62fa75dc7ac24657

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:42.039438Z digest=sha256:44d12414c859ceafcafc54c0e008d61330153a2232f78d9c9b06472de589dbd1

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:42.139329Z digest=sha256:49f6086b01402cc96d80526b7190271454687135c72f67ece503400e0f826312

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:42.268060Z digest=sha256:9c1745e508b045eaa0b5fe9ba780cdfa0a5cc54f8da5b4d74a15a3807cc8e7f4

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:42.351800Z digest=sha256:510158fa76a04cb61dcd1d532e65c57e9b94c18a0641e2d7549eeb125b850842

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:42.544431Z digest=sha256:68f9ef388100d5cda1ba7169be1bd22670d12e4130ba1d7554d485c4d061b11e

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:42.664093Z digest=sha256:1b96449d081451548b0697aa10567c78f9e60b0ee80cfe1d9558b9c00a594f3d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:42.796329Z digest=sha256:594c8d6b90428aa22250e43e75150a5871f5b4e623a8d9078de300d440bd5aa8

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:42.890473Z digest=sha256:117ab951d63777aa3519c367a02c7cb80d5b33e6407ac781a00b3265c3073d08

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:42.932669Z digest=sha256:d9a05df855cf4a11ba4ea0beee38608ae9f2c8cc3cda36d35c781e2e980b1bd6

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:43.049955Z digest=sha256:5c2d4b4f7fd6376aa2fb6ba4e8997167e94f23b5ed4fbb411463d1d3cd9ab698

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:43.133244Z digest=sha256:d59723f79204f487fc3f23198eaa0f0de59d87eb7ef2e3fe419671a239bfdaf2

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:43.232988Z digest=sha256:fcadec420900d12574ed10e29d06ad0afd355bae9d0018f64fe511d71f4ae66b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:43.328734Z digest=sha256:d05fe876942ace8cb406318ff2e23345fde52412eabf547342ca549bf3bc5bb0

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:43.430304Z digest=sha256:0e3ba11c372dc215427292b2dd7ed202cf8ebbd58b888427ff59283d9aa219b1

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:43.512505Z digest=sha256:74917363d40e0befd8d77e870b241e39b8a6f5a54d3d21388a843a45e659c74d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:43.618895Z digest=sha256:92dbd27b353aefe6bbb9e6fe27686566c83d2a3223b7019c680ac30698142e1a

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:43.722028Z digest=sha256:42ad7f14eead4e7ab94743ac61ad7e96a1a77853176a524770516aa0c508ce59

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:43.862010Z digest=sha256:0989f56487c48a43e194255845bc7ecabbbffeb1faa3915af1a0d7b80ad42b57

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:43.996822Z digest=sha256:907c36923203b000eb242a3f3f487261cf2dbf06204405f95bbfd7719d6eaa52

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:44.102516Z digest=sha256:94c7e7eee7e9993bc45338c635d05658a9aa0b33b97a83532ad39dc509facab2

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:44.214656Z digest=sha256:bcc074eeb31f3912b8208345110588e406a458201e0b5395c0d69cee439d2381

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:44.328176Z digest=sha256:ebf4320ac14403c76a11edc48ea37e3076e32378def644ff2442008ddde8e2bc

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:44.422250Z digest=sha256:bc00888277d2e22eed67925ad10fa251383e6f9c90f3cb172d255016aae7014a

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:44.574060Z digest=sha256:d500cb8153e70d2d904ccc8a9dffb82c216bdbe62a7b685256d616503ae93b6e

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:44.685540Z digest=sha256:2dd2a1aa3e4a20f9596e3ae89c690932c1ecb35c6973bfd4fd39b1f1d4e44ba4

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=sha256:7658ffd7779f9fc12cbd08882e890fa3c5d9dba963246e99fd25d029aff7d8bf

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=sha256:602d2890ea9a59a105dc15a99235e52f2bd83b613cb92faa2b4b77c301fbedda

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:45.042448Z digest=sha256:c1532852434460586191662066cc4719320f9eba86f7f2d2fca39910333222c0

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:45.203818Z digest=sha256:74d5dfacece37bb71f6c400fd7c61ee72326a108dc15cbc2ca80d364e1e2f126

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=sha256:0391efa5f9940b7dc05896a2acd0fdb9473b79a285da43579c67eac6cd53a394

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:45.482603Z digest=sha256:6482b7f83a47e7218099bd50deee571ee1aa0d349ee5d5682599a56da928c77c

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=sha256:1eebeb4fe2efa9da7c1d75333521e90e1e00426d4de499aa5f5734884d0bea43

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:45.753295Z digest=sha256:434523cc591cef05735d71a04fb4a022a9c08bf74d28b5f03dff35a37f6f8bf1

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:45.889038Z digest=sha256:f2787bc1c877bb13891fec9a5bc128306f094a03e7f65e866699997584e2da40

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:46.107904Z digest=sha256:ecc21bd7f50b79e7c00dd368d15283442d41a4130203e6cf91d825bf5eea81cd

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:c5a12af9c8b1feb7f8a47df64aee3234cd51032d08009d5a96a634ee38f49be4

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:48.061183Z digest=sha256:b24921e5876e9f93c97e0339d643e3817b23eac99ea6ef5f9eaf903b2c8af85a

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:48.148165Z digest=sha256:801cd28e62bde0c2de1406e0af99cd9f8178580c4864e8442498eced0939435b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:48.303278Z digest=sha256:214efe3e4f3e14c5d11403fadfdead8ea83ec550e7eff488d052bb634b5cd402

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:48.375985Z digest=sha256:292de6fe24fbed2526d7a53599dc6a866a0863dc0d745c9d2f70672fa6e6140f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:48.490097Z digest=sha256:fec288275fdd4907b3e674ab7fbfe9fd82c1264d706619900b7500f88933b80a

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:48.666962Z digest=sha256:768e45d6fd1320e95404fd6f7f73d95972e1046ac2d93205c517cf38dff8f813

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:48.833368Z digest=sha256:47324ad13f1ecc851a1e89136751a09277498f0a261164b03344c0fe5d9fba4d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:49.050498Z digest=sha256:4cf83ce931a35fd3c0f1a721d54985419494dd6d65551a77eb23bfc6f24e3b1a

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:49.171074Z digest=sha256:6ddad05eda74720f6855c49e4fb188b642e97148a8e6cf0fd54884bfe03dbef5

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:49.323502Z digest=sha256:427325bc37a5d53071d7b8bd84540cbece7c9a236cff668b5c7e790478c16c4f

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=sha256:80062beef2ce18f6403b631bc568255a99ec43766e1185bc12289644b7ba9029

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:49.584566Z digest=sha256:1d1bf01d2511a6e61cbf54b70fc57cd2180f2b75f3616fb6ca05f3c4ac936088

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:49.672715Z digest=sha256:f87402906907146d1db1decd2fed10294d1f1bb10ca52ab8704b9df6c7c243fe

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:49.726720Z digest=sha256:151c21b80022693dca3f5a39aefc452873fe352fe59b3433a795a06d27f46909

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:49.896590Z digest=sha256:f8e577943e409667a7c8f18331a47d142e400d978a73cd70d5b214e2195ab827

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:50.108214Z digest=sha256:a152bf9982dcc45f9bf106c2ce668c7cda760887db3d2c8827f253eaed30aa13

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:50.260508Z digest=sha256:ee934b430ceea60e73df83026ab5acd43717e2b2af62c4d9518179159d9c5e5b

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=sha256:1bbc0e88a2ab1131816236e8fc156be1ecae00bd852daab049a30f0033079067

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:50.632351Z digest=sha256:cdc8eed27df7353da392b452f1486d7dfb54d0db9ef5911c0dd075922a37b24f

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=sha256:8205420c7a062b0b262c1346aef075fbad632ea309485e14cfaae5920b8242c9

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:ba5a4f46db5b2e2052e3c0a83909772d2addb72c68055c9f3c7b33c31899d23d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:08:50.966049Z digest=sha256:fe15cfa5383de116cb0c6ea3c5f835c2ba57faf6367ab7782eee52c65cb24a9f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-27T21:33:31.046681Z digest=sha256:649b1356ceba5e15a2eacc96c8d9de1f72e84d6242757030e9d555481645f582

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:f08663c08c6684cf1eb6a20eca1cbe337f973c9d13ee13b6614240156fcacb8d