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Paper Citation Record · LEDGER

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles

As of 17 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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:41.942186Z digest=sha256:c73f4aa6299f89dd6cf01ed2cf8cfab3447100d0c9fbeb78edb188800ae963b0

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:42.039438Z digest=sha256:05b8012c90161566b7db3a4802ac4f024f50ca3ceebb0efc35103aa8875e2497

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:42.139329Z digest=sha256:b6a03dc5178a909723fea2e7a5e46d818ca848769cbabee3656ad6237e012c9a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:42.268060Z digest=sha256:fa016f43833050227b06fbbbaf57c767f5f969ec17ba6fc4c2c3e18a49ed8110

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:42.351800Z digest=sha256:38d186a670e46aee8a0b21c08c3a87bbef27d7342be6fe4dde4853d36ab0a9d4

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:42.544431Z digest=sha256:9dc95199d68e84f1ea5731a9b1bf016c2f2ffaafc75abe79ac6e24b9b428755b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:42.664093Z digest=sha256:ffe17d15b6bf333913fb4bbb836982049a949dadae10de818872bbb97e37bc1f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:42.796329Z digest=sha256:efc99610b99428f4d0faccde19cd15b94eeb786414279e6008e28231cf90bdc5

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:42.890473Z digest=sha256:ec6688d334fbd45c39b128c111d805e902958583ad4872bae452c19e4bfd9b59

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:42.932669Z digest=sha256:2b0f5b910edc122ef06a9257c941ad454d190edd43d1256cd57618c51e5dc3f4

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:43.049955Z digest=sha256:0dd5f9828ac182ca4e4077a188404bfca325ed43e2c6e32efab0464590afe5a2

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:43.133244Z digest=sha256:09100adb996aa9fd70b5e633ca406b6e3454f5a4b5f44afd522cb7c4cd88cc52

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:43.232988Z digest=sha256:6d81fd563507f155ab8b6babac29989c75f3cb3b03069dc45a8cc4ec3a3d901d

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:43.328734Z digest=sha256:0942a838a98074cee6cde5dd3f37b9c6f2e4f9049653617a385fc99ded2ad66f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:43.430304Z digest=sha256:975fe807081336ab71e9f0f8ad4c7c789dd115b7fff2cb896e3df79237510f30

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:43.512505Z digest=sha256:97b172bfb240a14e3461f30a158300252d84dc009839ee3e7382db187e06c97e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:43.618895Z digest=sha256:72c884187801e92ade208bacbb057968f1ef983f435b52df10209b4e00d62d08

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:43.722028Z digest=sha256:5cd39e65d42673dada2e7c0bdfe47ef00612fe3e34b786c7a275db38184546dc

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:43.862010Z digest=sha256:7869c66b82d4ff39a342b77b21238bc44a6d35a035a397ef66a3847eaeb65695

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:43.996822Z digest=sha256:18c40fda08797c45f34aa5b76809b388476ad4a2f213a5428c27e9d5113f1fc6

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:44.102516Z digest=sha256:b536d8e24983b4f67c942ba1e16f975269ff8dbc123d62720450510d8dd0d918

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:44.214656Z digest=sha256:7a35efb1883bbcec4533c44d3cc7e61c44236c74a1ff63262b6c7166fc274279

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:44.328176Z digest=sha256:9f81bb3b0c085e9cd1418f8c861897be22584b0cd407403b7b3a5a3d7cf75c97

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:44.422250Z digest=sha256:7fdfe0e2ab7dc975d98f48ff8c97782564165546e1fff635b9f383ff868d6bbe

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:44.574060Z digest=sha256:9422c15a2e8c419d603bf472b8d5551dc3d383c80599ddf6560e5726b16cb08b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:44.685540Z digest=sha256:8b147c130ef09f92e2ecfebb75d06fe89df304093f19e418dd45a42cecae7726

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=sha256:3e285f211aff4c6f5a1f799d3720c60cf4e5a0c934c4841a25bbe9a9a417aa3d

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:abfc710e9146293e9dcb84f69b59b0b48ec7f5016e93aabb67a789ce1ea21345

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:45.042448Z digest=sha256:e1515daf09f1d0b5ad61aa46402de3a9fd8342f5f08741c8a463e5e0911e2a3a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:45.203818Z digest=sha256:1e321b75f03bc5225272cd355396847a8b38a5051f6b5ffa316e19dfd9266b15

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=sha256:198cb2c13f747fc4236f9296d72843750f6cf1b73fee2b736eb4cdb01a8ab3ff

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:45.482603Z digest=sha256:bb57d2f7ba1ae18866cad080c91c67c6879f9fd5bd673b5ce107097ad70957da

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:fb0469a67e7fd17f6679a34daca35ba917be0608dbd872e2637bf41aea08c487

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:45.753295Z digest=sha256:ab87207d3f5c6165b320d196291ca868fa0f9ad6bfffd8c3af3668d8144df693

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:45.889038Z digest=sha256:809e54b9292b70069e19e5aef6b1f535d0c181dc6a8d19971acee5051357abfa

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:46.107904Z digest=sha256:bf5acdb229a61f271da9a0b3735d60085223926490ad4b5f8493fa8da29fec65

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=sha256:17d98f8d0b1a5019c205b0f424f0308fbb1ed2800faf6556575ad551c57d8d17

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:48.061183Z digest=sha256:f9c953b3ea4cf9ef60a900c906ef8186dc816e360c9e23761a87af1287f679df

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:48.148165Z digest=sha256:e8addfdcf24d6a618a6cb04610c362a6901dfdc5b14afe2d8b18d5b78dd6239c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:48.303278Z digest=sha256:4809dc1236cfa70e3f1e11cf41db71b35fc9876e12bf37d3ef5483b312882c14

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:48.375985Z digest=sha256:ccedc706607aef39ec822d93f4e1ae0280f1ea6330fe40f11cbe04eb83c030eb

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:48.490097Z digest=sha256:94464d9c7a54e4d8edf885a897e1fe4478191d11a1f138b96c71c8c9bf2f5fce

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:48.666962Z digest=sha256:6ea991e0b047d77deae22a1da5513d22a0b6b65bc00d5d9ea3410568d3105689

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:48.833368Z digest=sha256:2f40db30e3a300aa9f0acfe9acd0902cbd4ed837db0d0c54ff1505855c9f6129

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:49.050498Z digest=sha256:afe2d0d37746450aaec1209c5e1eee5c83fe5f9a2ce1354220974eaac2c728c6

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:49.171074Z digest=sha256:9090338e2f200e0f6a86e76cce6cc6166a1f9b0cb73cc2d3a27d3a5fba8ee3a1

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:49.323502Z digest=sha256:888dd1a02f5718bf63f23bf12b9b1c2098ba3ac7153f7d5627211370608725d7

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:b690b0cab5444fd1427178a7eb2763cdcc46b68d576aafb2fae9b6d9347f4938

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:49.584566Z digest=sha256:4ba632158238d5eff47fdb5afaf840b66d968d1654a78842480abe4edb06a137

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:49.672715Z digest=sha256:547becd4406432edf88e5d1740169bb7aed7ebc6285db315b1cefa035f378775

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:49.726720Z digest=sha256:68bc06a96fb2525f6578043ea2c49b2530b2812ed43922c7fbbfd324d9b95de5

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:49.896590Z digest=sha256:8d98ae9d7ed543d622ffa5daa0166f818908d97b2fc0e857050c5939b0e8d40f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:50.108214Z digest=sha256:bf993d09eb241e8c1c9d3382eff49cc2b12580962ba013bd6b75af955bdf6ed7

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:50.260508Z digest=sha256:2996e674bc7851b03ca7ae3bb947bd8c4427b9be59d9316a4fe79be1cdfa9f06

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=sha256:41e3a9c07d5706b626d7183231da95a5cc5dd87bb085289ab80404fd3628f424

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:50.632351Z digest=sha256:4447e6aed3402489584d92c87afa95ef63e45316d3e02fc94e017ca4f6d3690d

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=sha256:74f18eaf3b329b6861039d20d50851240f0011310fc04a5b81aa622432e529f9

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=sha256:4c665ad2194667d8b1abeb098adeea5c9c2f058ba06c41920c42d0237275d307

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T15:08:50.966049Z digest=sha256:e182dacaa5d13c6013ad2f2a8187ed6e6572afe664de1d52c28f7b31e295313a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-27T21:33:31.046681Z digest=sha256:4ba46b3d40d9147b287f2fb50853bcb51b8731f5950d14e1455062f9f26652d5

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:f01a5e7126a6b98b8fd7a16be7dce8dc74db0e2f1a399690ceb9ec8192f0a357