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Paper Citation Record · LEDGER

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons

As of 18 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2505.10273.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.10273 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:15:51.742043Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

26 of 26 outbound references displayed

  • verified exact4
  • verified fuzzy3
  • unresolved13
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0a0feccd-03a8-4f8b-ad9a-17e7b0a1daf7 · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:15:53.287108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.596931Z digest=sha256:f6ce99aa6f0520e022c88f34c0f018b30b61701ce609b572d62a245638ec94f8

Observation 18c6da57-ab91-4f8d-81c3-8fc32ed56ed4 · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T21:15:51.606829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:15:51.606829Z digest=sha256:0ace5530b948ecf73ecfdc65e21b4b7bbe4c33f2f34cdc01755d6f811e667e75

Observation c932ee1f-4c5d-481f-a34e-8b5bb02cae8d · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 3

Resolution
metadata mismatch
raw_fallback, observed 2026-08-15T21:15:52.935467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.612269Z digest=sha256:538720f1e8906a7a6f623fbb6d1041fb52195009ed3c8f2d0ab4386d49264f31

Observation 25fae0ab-b33d-4173-a789-1bac5f31ac31 · outbound

This paper cites 2025.Keras.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons 2025.Keras

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T21:15:51.619039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:15:51.619039Z digest=sha256:f4f24af304d41dae40929621febb51d1477441bc2f9aba49041ccfcde86ee52b

Observation fabf2598-db5c-43a1-83e6-7d948245adb9 · outbound

This paper cites 2025.TensorFlow.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons 2025.TensorFlow

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T21:15:51.624999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:15:51.624999Z digest=sha256:c0c8d92926204863934c93596586a8359d1cdb021f61ffcafa43609714814034

Observation 0278ae85-98d8-4c79-a672-6de5a9f45334 · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:15:53.219057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.631968Z digest=sha256:1bbfdf9400536ade2a302d0f6494baa5fd5e4436cf38275e0f497fad7a058d05

Observation 526178ad-0d9a-48d7-b25a-3719b72517c7 · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:15:53.198911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.638986Z digest=sha256:48a805526255efb5e6d389e2a48886a8be1eb1be8d46153b5af7ec26fcc9f706

Observation 659e24aa-d3b4-4d1d-b1e2-ae88b531b339 · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 8

Resolution
malformed identifier
no resolver link, observed 2026-08-15T21:15:51.649786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:15:51.649786Z digest=sha256:97d80fd4859ec44e14ded3a55d0afebf610531f6c422a129c135fcb7b3a3f354

Observation 215267ac-a775-4be6-87db-cafc997d9ebd · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 9

Resolution
metadata mismatch
raw_fallback, observed 2026-08-15T21:15:52.738897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.654858Z digest=sha256:a61569da94eb055e0e2864d34b744ae2ac0985fa5a0278c39631bc16ec9f3ec7

Observation 39c9c1fa-e021-499b-a9e2-fa39019a4d78 · outbound

This paper cites Edge AI-based Radio Frequency Fingerprinting for IoT Networks.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Edge AI-based Radio Frequency Fingerprinting for IoT Networks

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-08-15T21:15:52.632259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.660979Z digest=sha256:30940f9a957618304ff4011104afe65caae87fa07dc7e0ad42271cc5e27535e2

Observation cbb7b459-801f-488f-87fc-a07097dde812 · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T21:15:51.667035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:15:51.667035Z digest=sha256:6b852944b681134c17b85e4cb482341b9a293bcccd88f10c7bf0f9a450ee4f89

Observation 79598b93-c744-47a9-abb2-096a82e73c3c · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:15:53.177699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.672843Z digest=sha256:78c8dd9893b36864704e67e7a4f38356cf60cffdf81b2cd8a7eb75a031bf080b

Observation 72a0ffc5-6f62-4d3f-8343-aca3107ec5fa · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 13

Resolution
metadata mismatch
raw_fallback, observed 2026-08-15T21:15:52.462149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.678203Z digest=sha256:987cbebd0c8805994ce0cd1c6771e97d0c65af8473f6eb101fbc8e97681524a9

Observation 16283135-86a4-420e-83de-b38862be6592 · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:15:53.154316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.683195Z digest=sha256:93374928c08fb93fbbeeb9f0b77fdff07fc6ac9567720cba9f897d43bd232632

Observation 768f708a-5f74-4be0-85b1-bb2e910f0933 · outbound

This paper cites Khodaei et al.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Khodaei et al

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:15:53.136906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.688300Z digest=sha256:287712d8b0a948a95a6450f0fd0738506d48e3820b2d79896d8db7cefd109a1a

Observation 4fe84d13-8d2d-4fb6-8245-54c4bee47e15 · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 16

Resolution
verified exact
raw_fallback, observed 2026-08-15T21:15:52.341426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.693150Z digest=sha256:393adc2786743efa104062439d17f45862fe00a1d9cffe3bec4b8f5fdf072db7

Observation cd5993d9-aef9-4a8e-bf10-f01be064a4f7 · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 17

Resolution
verified exact
doi, observed 2026-08-15T21:15:51.788494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.699077Z digest=sha256:e8deb533eee8a400d8f541eabe73657ce3a2519a30c0dc96c67d515fdf5d9731

Observation 5ca522a0-5eae-46a5-a7ec-ddb05071410b · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 18

Resolution
metadata mismatch
raw_fallback, observed 2026-08-15T21:15:52.212348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.704276Z digest=sha256:66a650432c81c677afe30029ae0ac348ed2f38c2f3d7dc4efb98ac74e92b2a42

Observation bda09e0c-c748-4ae8-9347-f298d27317f5 · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-15T21:15:51.709284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:15:51.709284Z digest=sha256:a56af000acdffb03b61a6ada4ce46e115aec27bd3834367517f5df1cb7131eb5

Observation 7f9aa99b-32bd-456f-a379-ada872cb0181 · outbound

This paper cites Papadimitratos et al.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Papadimitratos et al

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:15:53.118521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.714351Z digest=sha256:effed18843e90100bb19909484242ac380769b54becdbfa8effe568399a22f7c

Observation cd467707-0770-469a-902d-524f64a16166 · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 21

Resolution
metadata mismatch
raw_fallback, observed 2026-08-15T21:15:52.016036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.719944Z digest=sha256:63bc8298fe2127060897548accadfed8733706407cf772ba7256450bcd9815e4

Observation 34b8e02c-08c0-4e76-a627-c9b5a4dc66aa · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-15T21:15:51.725347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:15:51.725347Z digest=sha256:b75a45f78e98b58e12b2b1fe018ef079dcad3debd02af04d3b76a34bf803ab31

Observation 644d7dc8-35c6-4a38-82b3-9e737a955ad3 · outbound

This paper cites van der Heijden et al.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons van der Heijden et al

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:15:53.092199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.731419Z digest=sha256:f928efb12a2921646313292e1c284bdd33cdb1c1fe3ae7f8f64a3c9f4ac74934

Observation a95ba043-8d68-400b-9e81-7bfffbbf6ae5 · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:15:53.054429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.736528Z digest=sha256:f314bc492fac3a56d5310deb31bbd04a7da4c3d4149dc3a9456d6826daae088a

Observation f123ec64-b28a-4011-ab59-fcb1b08ed81d · outbound

This paper cites an unresolved cited work.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-15T21:15:51.742043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:15:51.742043Z digest=sha256:b1ea89f73a4ab808cbc9fdac527d180d93329ceb6b6d73765f818089259c11b8

Observation fcefd37d-734a-4dcd-96e2-109c0facba17 · outbound

This paper cites doi:10.1007/s10844-025-00920-0.

AttentionGuard: Transformer-based Misbehavior Detection for Secure Vehicular Platoons doi:10.1007/s10844-025-00920-0

Reference 2025

Resolution
verified exact
doi, observed 2026-08-15T21:15:51.808144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T21:15:51.643964Z digest=sha256:f0c54a2ccfe6d4f3984282d7e54f0dc8ffbfea52fb9f0ab12f4a006669852f64

Pith citing papers

No inbound Pith citation observations are available.