Paper Citation Record · LEDGER

Digital Twin Assisted Beamforming Design for Integrated Sensing and Communication Systems

As of 16 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2412.07180.

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

pith.paper-citation-record.v1
2412.07180 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T19:07:57.984022Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

12 of 12 outbound references displayed

verified exact0
verified fuzzy9
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 83017ad4-3161-4dd3-a7a9-32e5ef3d718a · outbound

This paper cites Integrated sensing and communications: Toward dual-functional wireless networks for 6G and beyond,.

Digital Twin Assisted Beamforming Design for Integrated Sensing and Communication Systems Integrated sensing and communications: Toward dual-functional wireless networks for 6G and beyond,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:58.082081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7633180f-e3ed-4be7-b95b-08369902e3f1 · outbound

This paper cites Integrated sensing and communication for 6G: Ten key machine learning roles,.

Digital Twin Assisted Beamforming Design for Integrated Sensing and Communication Systems Integrated sensing and communication for 6G: Ten key machine learning roles,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:58.075215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7c5fcccf-f47c-4e13-b7be-b13711e35f15 · outbound

This paper cites Joint transmit beamforming for multiuser MIMO communications and MIMO radar,.

Digital Twin Assisted Beamforming Design for Integrated Sensing and Communication Systems Joint transmit beamforming for multiuser MIMO communications and MIMO radar,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:58.067531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 47d2802f-3ebd-41cf-87ad-e9d2f6e49c65 · outbound

This paper cites Multibeam opti- mization for joint communication and radio sensing using analog antenna arrays,.

Digital Twin Assisted Beamforming Design for Integrated Sensing and Communication Systems Multibeam opti- mization for joint communication and radio sensing using analog antenna arrays,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:58.059012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e7afd539-86c4-4245-a5b4-fd3a339fec15 · outbound

This paper cites Joint transmit and receive beamforming design for integrated sensing and communication,.

Digital Twin Assisted Beamforming Design for Integrated Sensing and Communication Systems Joint transmit and receive beamforming design for integrated sensing and communication,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:58.050565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b6e67e15-4806-4234-a4e2-cd880aea8365 · outbound

This paper cites Joint MIMO communications and sensing with hybrid beamforming architecture and OFDM waveform optimization,.

Digital Twin Assisted Beamforming Design for Integrated Sensing and Communication Systems Joint MIMO communications and sensing with hybrid beamforming architecture and OFDM waveform optimization,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:58.042193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 587106e1-838d-483c-9889-680812ec0124 · outbound

This paper cites Cell-free joint sensing and communi- cation MIMO: A max-min fair beamforming approach,.

Digital Twin Assisted Beamforming Design for Integrated Sensing and Communication Systems Cell-free joint sensing and communi- cation MIMO: A max-min fair beamforming approach,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:58.035078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e2b3193b-5c89-4859-b6dd-8f694d6e6d9b · outbound

This paper cites Optimal transmit beamforming for integrated sensing and communication,.

Digital Twin Assisted Beamforming Design for Integrated Sensing and Communication Systems Optimal transmit beamforming for integrated sensing and communication,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:58.028114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ff932ca3-7c4b-4809-8660-f5a622ae1854 · outbound

This paper cites Real-time digital twins: Vision and research directions for 6G and beyond,.

Digital Twin Assisted Beamforming Design for Integrated Sensing and Communication Systems Real-time digital twins: Vision and research directions for 6G and beyond,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:07:58.020218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7155d25a-16cb-4fe0-9803-becbcf7dc124 · outbound

This paper cites Learnable Wireless Digital Twins: Reconstructing Electromagnetic Field with Neural Representations.

Digital Twin Assisted Beamforming Design for Integrated Sensing and Communication Systems Learnable Wireless Digital Twins: Reconstructing Electromagnetic Field with Neural Representations

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T19:07:57.978097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de92bcc0-eae1-4bdc-9f12-6f8066b96a9b · outbound

This paper cites Large Wireless Model (LWM): A Foundation Model for Wireless Channels.

Digital Twin Assisted Beamforming Design for Integrated Sensing and Communication Systems Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T19:07:57.981349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e9f2ce4-514c-438a-897c-73f731c7ea7a · outbound

This paper cites Semidefinite relaxation of quadratic optimization problems,.

Digital Twin Assisted Beamforming Design for Integrated Sensing and Communication Systems Semidefinite relaxation of quadratic optimization problems,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T19:07:57.984022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.