Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T18:37:19.416568Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2604.05797.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T18:37:19.416568Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6e14a116-8cf1-4253-b724-4d6ac407f521 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Dynamic power allocation for integrated sensing and communication-enabled vehicular networks
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6a73c8ea-6102-4756-bae1-239f8f3a6a90 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Vehicular connectivity on complex trajectories: Roadway- geometry aware isac beam-tracking
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a31c0554-12f0-4ce9-85ff-335d622a3a19 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Near-field integrated sensing and communication beamforming considering complexity
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 876c1b47-df55-4e17-96fa-c4bc487eb9f8 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Iov-oriented integrated sensing, computation, and communication: System design and resource allocation
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f85c0c2b-b052-4f65-9a57-6116a88ba5af · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Integrated sensing, commu- nication and computing for targeted dissemination: A service- aware strategy for internet of vehicles
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation dc329e1c-5579-478f-b3f6-28fd8b764160 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Semantic communication-based dynamic resource allocation in d2d vehicular networks
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 50d00064-cc09-42af-b25b-dbd8d3f59ac3 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks xurllc-aware service provisioning in vehicular networks: A semantic communication perspective
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 40a8411e-a2d6-403b-b10a-22d0a47d1d55 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Task- driven semantic-aware green cooperative transmission strategy for vehicular networks
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6bba6b8e-095b-4cd5-ba11-cd4f25e95727 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Computing networks enabled semantic communications
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 61b4db54-e31f-4976-b751-5c34e76c0295 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Compression ratio allocation for probabilistic semantic communication with rsma
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d2f4f4df-88c9-402f-a0fd-38efaaeec7a3 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks On the physical layer of digital twin: An integrated sensing and communications perspective
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bb5cc629-63e9-4056-a841-035580910e15 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Resource allocation for integrated sensing and communication in digital twin enabled internet of vehicles
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0343f120-49f5-49df-9d24-f8fbc3b3bac3 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks A denoising diffusion probabilistic model-based digital twinning of isac mimo channel
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 19a09be0-d5ba-4498-8afc-5e3dd8b10644 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Causal semantic com- munication for digital twins: A generalizable imitation learning approach
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ebce046e-9d41-4ad1-adb9-29228f841f52 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Fles: A federated learning-enhanced semantic communication framework for mobile aigc-driven human digital twins
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a26a6394-c462-49e9-9d89-1d9233157279 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Digital twin in industry: State-of-the-art
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a58d1b4f-5edb-4d5f-8825-ff4cbf4cf989 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks When digital twin meets 6g: Concepts, obstacles, and research prospects
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 85bb8c8f-e0c2-4af9-91a3-ac3a7dcc1cce · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Near-field integrated sensing and communications
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fb276af4-8c0f-4501-84a0-70eb215f5911 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Near-field communications: Research advances, potential, and challenges
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e1604b4d-3ca7-49cb-8be9-00106efd7f71 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Roadside unit deployment for coverage improvement in vehicular ad-hoc network
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2291f1de-815b-47e4-b287-4177ae880216 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Joint optimization of vehicular sensing and vehicle digital twins de- ployment for dt-assisted iovs
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fa171591-b820-44b3-8d24-f02d428ffb80 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Semantic v2x communications for image transmission in 6g systems
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 803747fe-ecf5-45b8-bf2f-b3aa667840c9 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Near-field extremely large-scale star-ris enabled integrated sensing and communications
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 574e4b90-3b55-4658-9cd4-f9a26ed37ca6 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Toward efficient and privacy-aware ehealth systems: An integrated sensing, computing, and semantic com- munication approach
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 468e2198-e846-4ef1-aa80-fb3a928e4d24 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Distributed machine learning for uav swarms: Comput- ing, sensing, and semantics
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0b9ec2d3-bde8-4f99-9ab0-96c3fe12bc93 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Secure semantic communications: From perspective of physical layer security
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c1b98af5-5a83-40f6-ab24-f58073f19247 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Generative ai empowered semantic feature multiple access (sfma) over wireless networks
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a66f740c-d634-4da9-b863-44cfbcf25a59 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Mobility digital twin: Concept, architecture, case study, and future challenges
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4a0c8007-40d4-42f6-8d2d-82453f80ac31 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Adaptive digital twin for vehicular edge computing and networks
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 658d5b09-4f7a-4f73-bdbb-a44e13da0bcb · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Deep semantic communication for knowledge sharing in internet of vehicles
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ffe641af-6c69-4ea1-bf93-4b19c6f04ace · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Radar-assisted predictive beamforming for vehicular links: Communication served by sensing
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 70a86663-4f9b-4903-8ab4-22ae620c3863 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Sensing as a service in 6g perceptive networks: A unified framework for isac resource allocation
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f6f65233-cab2-40b5-b1ba-17bfae4888b7 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Joint vehicle connection and beamforming optimization in digital twin assisted integrated sensing and communication vehicular networks
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1aa1829c-b542-4b7e-be17-f4a995afe321 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Near-field communications: A tutorial review
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6bb8eb78-5c4e-4b9c-b251-3be653cc3648 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Bayesian predictive beamforming for vehicular networks: A low-overhead joint radar-communication approach
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ed73da33-f6ac-47cf-8421-a2f27908ddab · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Modeling and analysis of near-field isac
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cdd37c08-9d66-411f-b9ef-b9969acb43b0 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Joint radar and communication design: Applications, state-of-the-art, and the road ahead
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4c187d7b-f547-4c46-8f31-600f8440b993 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Secure design for integrated sensing and semantic communication system
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b912e1e9-33bb-42e4-81cd-eb165ec3b022 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Integrated sensing, computing and semantic communication for vehicular networks
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7b56651e-8068-4d30-8fcd-734b1a6c71c4 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Target detection and local- ization using mimo radars and sonars
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 522773b9-6a5f-48c2-aad5-5380b5dd90f3 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Digital- twin-assisted task offloading based on edge collaboration in the digital twin edge network
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 76957dc7-3032-431e-a099-2e8ce10f3d55 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Mobile edge computing aided integrated sensing and communication with short-packet transmissions
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cdddda9f-d7a9-4982-b353-8dcb9f0e61c7 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Edge intelligence-based ultra-reliable and low-latency communications for digital twin-enabled meta- verse
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c2926b38-81a0-4a55-99b3-a9930e2a5e3a · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Communication-efficient federated learning for digital twin edge networks in industrial iot
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c0d00e1e-8961-4ea2-9d1b-2548b1c52178 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Digital twin-aided intelligent offloading with edge selection in mobile edge computing
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 05f33adf-087e-46e0-a2f5-e7c98b29a4c1 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Deep learning for hybrid 5g services in mobile edge computing systems: Learn from a digital twin
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c2246fcf-f889-4153-b6a8-8cac63ef5e1b · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Particle filtering
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 068f022f-058d-41f8-8407-bf23e5da8a41 · outbound
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 94acd217-d9c9-461d-8e0c-2e8189117ac5 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Bayesian filtering: From kalman filters to particle filters, and beyond
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 57e160f9-532e-4660-8ba7-185f861d3ca1 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks A tutorial on particle filters for online nonlinear/non-gaussian bayesian tracking
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9b587d7d-0bf8-489b-a896-614f901c1387 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Weighted sum-rate maximization using weighted mmse for mimo-bc beamforming design
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b7564474-88da-4aa8-b443-c290aa8dbe8b · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Spectral efficiency in the wideband regime
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 11aea098-6694-4e58-8456-a69ee494d8cf · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Crb minimization for ris-aided mmwave integrated sensing and communications
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0178bb42-5c04-4ffe-a762-2742d44313bd · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks Learning-based predictive beamforming for integrated sensing and communication in vehicular networks
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ccb7d24e-501e-4020-af89-108facc54de8 · outbound
Near-Field Integrated Sensing, Computing and Semantic Communication in Digital Twin-Assisted Vehicular Networks An isac-based beam tracking scheme against inter-region interference for the multi-rsu v2i scenario
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
No inbound Pith citation observations are available.