Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:40:29.563608Z
Paper Citation Record · LEDGER
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks
As of 18 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2608.11532.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
28 of 28 outbound references displayed
- verified exact2
- verified fuzzy13
- unresolved13
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 1acd6d46-d3ae-437f-8140-c481db626f0f · outbound
This paper cites Noor-A-Rahim, Z.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Noor-A-Rahim, Z
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T00:40:29.924743Z
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.
Observation 87b3845d-8004-4fc7-a5aa-20dd0f0ac316 · outbound
This paper cites an unresolved cited work.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T00:40:29.914147Z
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.
Observation bcc7a83b-87f0-40dc-84d3-090a1a7221fd · outbound
This paper cites an unresolved cited work.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T00:40:29.904513Z
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.
Observation f12683d5-d387-4fa0-b5a3-91cc346cc3df · outbound
This paper cites an unresolved cited work.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T00:40:29.894795Z
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.
Observation 71e352b0-9113-449f-a9df-b23a815e6db1 · outbound
This paper cites AbdulRahman, H.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks AbdulRahman, H
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T00:40:29.884234Z
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.
Observation 79d83422-3bf3-4c86-8922-fcee56b30172 · outbound
This paper cites an unresolved cited work.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T00:40:29.872649Z
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.
Observation 53a0f56d-4176-4910-8e33-eccec5908913 · outbound
This paper cites an unresolved cited work.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T00:40:29.858929Z
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.
Observation d5a16295-9a46-4b3a-81b8-a5df5873d2be · outbound
This paper cites Federated Learning: Strategies for Improving Communication Efficiency.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Federated Learning: Strategies for Improving Communication Efficiency
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T00:40:29.491563Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95d7a7ad-acaf-492d-879c-7e81b14863a6 · outbound
This paper cites an unresolved cited work.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T00:40:29.847114Z
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.
Observation 3e88b95c-08fd-49d1-9375-c4303c8173c5 · outbound
This paper cites an unresolved cited work.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T00:40:29.835269Z
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.
Observation 15ed84a6-9b00-42e1-85fc-723cbfc85946 · outbound
This paper cites Zhang and B.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Zhang and B
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T00:40:29.823795Z
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.
Observation f5b6270d-c9fa-4bd5-801f-bec1b62623ca · outbound
This paper cites Gon c alves, J.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Gon c alves, J
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T00:40:29.813249Z
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.
Observation b70f2ded-4c87-4788-94e3-ef3f507c4cf5 · outbound
This paper cites Ahmed, U.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Ahmed, U
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T00:40:29.801840Z
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.
Observation 9e018592-e9e5-44a6-8e99-3f5c29836de2 · outbound
This paper cites Hierarchical Federated Learning in Multi-hop Cluster-Based VANETs.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Hierarchical Federated Learning in Multi-hop Cluster-Based VANETs
Reference 14
- Resolution
- verified exact
- local_arxiv, observed 2026-08-16T00:40:29.619510Z
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.
Observation f11dd318-2432-4d47-8638-456587907ec6 · outbound
This paper cites an unresolved cited work.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T00:40:29.790620Z
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.
Observation c39f153d-3b04-4556-8f15-5847b03d1a0c · outbound
This paper cites Otoum, N.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Otoum, N
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T00:40:29.778644Z
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.
Observation aaaa4d4a-f806-4f3f-93f3-e43648faab22 · outbound
This paper cites EpiFormer: Learning Antigen-Antibody Interactions for Epitope Prediction via Geometric Deep Learning.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks EpiFormer: Learning Antigen-Antibody Interactions for Epitope Prediction via Geometric Deep Learning
Reference 17
- Resolution
- verified exact
- local_arxiv, observed 2026-08-16T00:40:29.601079Z
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.
Observation b07e0f8d-6770-4993-be50-d4d5dd678112 · outbound
This paper cites Zia, ``A survey of data-centric protocols for wireless sensor networks,'' Computer Science Systems Biology, OMICS Publishing Group, vol.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Zia, ``A survey of data-centric protocols for wireless sensor networks,'' Computer Science Systems Biology, OMICS Publishing Group, vol
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T00:40:29.765700Z
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.
Observation 435bf45d-13ba-48eb-8553-04f7c70bb548 · outbound
This paper cites Wang and Y.-S.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Wang and Y.-S
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T00:40:29.754280Z
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.
Observation 7e52f61b-dce8-4ad1-99d0-69b4a2e55bee · outbound
This paper cites an unresolved cited work.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T00:40:29.742791Z
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.
Observation 21fcdd89-843a-496f-876f-de4e7967a33e · outbound
This paper cites Ahmed, N.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Ahmed, N
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T00:40:29.730519Z
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.
Observation a701d882-27e0-4fc1-90c6-c3b458e23b1b · outbound
This paper cites Temurnikar, P.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Temurnikar, P
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T00:40:29.719853Z
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.
Observation 3f677883-06ad-48e5-ac91-62c6f3511ae9 · outbound
This paper cites an unresolved cited work.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T00:40:29.708641Z
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.
Observation b3989259-9e9b-4c27-a3de-24a4657ab758 · outbound
This paper cites Dai and Y.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Dai and Y
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T00:40:29.695628Z
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.
Observation 1ae96b44-0aba-404a-a0e1-b2a4f79d705a · outbound
This paper cites Ahmed, S.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Ahmed, S
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T00:40:29.682747Z
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.
Observation 0d9e2c91-17bc-4759-843a-370e8364c656 · outbound
This paper cites an unresolved cited work.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T00:40:29.670389Z
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.
Observation efb8cd44-ba37-4c18-85ab-1dd16daf73c7 · outbound
This paper cites an unresolved cited work.
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T00:40:29.657700Z
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.
Observation 8874fcba-41d9-429d-883f-bd134e7ba2f0 · outbound
This paper cites [Online].
Hierarchical Federated Transfer Learning in Digital Twin-Based Vehicular Networks [Online]
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T00:40:29.644696Z
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.
Pith citing papers
No inbound Pith citation observations are available.