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Paper Citation Record · LEDGER

Channel Knowledge Maps for 6G Wireless Networks: Construction, Applications, and Future Challenges

As of 10 August 2026, this Paper Citation Record lists 3 of 3 outbound references and 3 inbound Pith citation observations for arXiv:2505.24151.

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

pith.paper-citation-record.v1
2505.24151 v1

Coverage vector

measured 3 of 3 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:37:11.407266Z

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T08:32:21.664518Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T10:41:31.786183Z

Reference resolution

3 of 3 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a315ecee-3d46-44ff-a9af-1b6208ffb63e · outbound

This paper cites Path loss model based on machine learning using multi-dimensional Gaussian process regression [J].

Channel Knowledge Maps for 6G Wireless Networks: Construction, Applications, and Future Challenges Path loss model based on machine learning using multi-dimensional Gaussian process regression [J]

Reference 24

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T12:37:12.216195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:37:11.231060Z digest=sha256:168acf4508b62da38fbe7090058f0367512140810b8506cfe443a222d73071be

Observation d36a9e17-a551-415f-85d6-3fd405bf8ae4 · outbound

This paper cites Two-stage radio map construction with real environments and sparse measurements [J].

Channel Knowledge Maps for 6G Wireless Networks: Construction, Applications, and Future Challenges Two-stage radio map construction with real environments and sparse measurements [J]

Reference 50

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T12:37:11.944585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:37:11.303352Z digest=sha256:1588aef552c09d6cd2aec4744f51ef29debd7e28cb5cbd5da37a3d921e14d7aa

Observation 3fd8216e-055f-4fea-9cd7-cf3f65c5e6ca · outbound

This paper cites Empowering Robotic Systems with Integrated Sensing and Communications in the 6G Era [EB/OL].

Channel Knowledge Maps for 6G Wireless Networks: Construction, Applications, and Future Challenges Empowering Robotic Systems with Integrated Sensing and Communications in the 6G Era [EB/OL]

Reference 76

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T12:37:11.633712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:37:11.407266Z digest=sha256:fa21adaff6e8883e3444c939aa2db85252f2d305c56357a560715c65e5dbea7e

Pith citing papers

Observation 88cf7ba6-98cc-4dfa-aa92-b673de0ae64e · inbound

Generative Channel Knowledge Base With Environmental Information for Joint Source-Channel Coding in Semantic Communications cites this paper.

Generative Channel Knowledge Base With Environmental Information for Joint Source-Channel Coding in Semantic Communications Channel Knowledge Maps for 6G Wireless Networks: Construction, Applications, and Future Challenges

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:25:50.028352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T19:54:53.874165Z digest=sha256:98bcc68bc1c89aea5465123197d5a8a15d08505b106d3d60960086142f14d1f4

Observation 7184e956-655b-4690-a3e8-eced8cab41c1 · inbound

Phy2-ExposNet: A Physics-Informed Neural Network for EMF Exposure Mapping in Complex Urban Environments cites this paper.

Phy2-ExposNet: A Physics-Informed Neural Network for EMF Exposure Mapping in Complex Urban Environments Channel Knowledge Maps for 6G Wireless Networks: Construction, Applications, and Future Challenges

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-12T10:41:31.789349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-08T17:21:09.281362Z digest=sha256:c0f4cc0ca5110c9b3831389bec0bc79025432e6ab09d971976dcb0a703331cf2

Observation 4902dda5-b46a-4c4b-94f9-39218e7eea4b · inbound

Construction and Dynamic Update of Channel Gain Maps via 3D Gaussian Splatting cites this paper.

Construction and Dynamic Update of Channel Gain Maps via 3D Gaussian Splatting Channel Knowledge Maps for 6G Wireless Networks: Construction, Applications, and Future Challenges

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-01T08:32:21.664518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:32:21.664518Z digest=sha256:90820ca51cbe76f08adbe11b5f6f7b6faa32aec31d7d7088e9f68026365dd098