Paper Citation Record · LEDGER

Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management

As of 12 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2501.12853.

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

pith.paper-citation-record.v1
2501.12853 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T16:48:01.407738Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

16 of 16 outbound references displayed

verified exact0
verified fuzzy16
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 96141b54-17d1-410d-b9b8-8d9fe6592f9c · outbound

This paper cites On the road to 6G: Visions, requirements, key technologies, and testbeds,.

Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management On the road to 6G: Visions, requirements, key technologies, and testbeds,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:48:01.676537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5f80b177-e7fe-4e93-84e2-a221804fe88e · outbound

This paper cites A tutorial on environment-aware communications via channel knowledge map for 6G,.

Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management A tutorial on environment-aware communications via channel knowledge map for 6G,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:48:01.662219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 97d79588-25c8-403a-9082-cb6cfc4eafe7 · outbound

This paper cites Deep stacked autoencoder-based long-term spectrum prediction using real- world data,.

Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management Deep stacked autoencoder-based long-term spectrum prediction using real- world data,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:48:01.647290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a90f2a2e-8a67-4cb0-82a7-71a860cf7bb7 · outbound

This paper cites Compressed wideband spectrum mapping in 3D spectrum-heterogeneous environment,.

Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management Compressed wideband spectrum mapping in 3D spectrum-heterogeneous environment,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:48:01.632485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 799f6ddb-4994-4efd-874d-3e5331dadb59 · outbound

This paper cites Deep-learning-based radio map reconstruction for V2X communications,.

Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management Deep-learning-based radio map reconstruction for V2X communications,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:48:01.616186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1b25479a-e76a-4c56-9999-34bd8f6d85c8 · outbound

This paper cites Blockage-aware radio map construction via exploiting the diffraction and obstruction structure,.

Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management Blockage-aware radio map construction via exploiting the diffraction and obstruction structure,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:48:01.600684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bca26f28-b1f3-42c9-9ff1-9a3e776d6273 · outbound

This paper cites Accurate spectrum map construction for spectrum management through intelligent frequency-spatial reasoning,.

Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management Accurate spectrum map construction for spectrum management through intelligent frequency-spatial reasoning,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:48:01.585043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 094336e2-0362-49bc-b514-605c092bfc66 · outbound

This paper cites Crowdsourced indoor Wi-Fi REMs: Does the spatial interpolation method matter?.

Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management Crowdsourced indoor Wi-Fi REMs: Does the spatial interpolation method matter?

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:48:01.570540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2574bba8-265a-4ac2-888a-c469ac3e55fb · outbound

This paper cites K-nearest neighbors gaussian process regression for urban radio map reconstruction,.

Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management K-nearest neighbors gaussian process regression for urban radio map reconstruction,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:48:01.556047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ed1b2456-513a-4fe1-b2cd-9719463e985c · outbound

This paper cites Ordinary Kriging interpolation for indoor 3D REM,.

Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management Ordinary Kriging interpolation for indoor 3D REM,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:48:01.540683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 54e47c5f-8179-4283-9e10-b1b5d75482f1 · outbound

This paper cites Real-time outdoor localization using radio maps: A deep learning approach,.

Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management Real-time outdoor localization using radio maps: A deep learning approach,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:48:01.524188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f2870dcb-3e10-498c-b187-c7a3f161bcc4 · outbound

This paper cites Deep completion autoencoders for radio map estimation,.

Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management Deep completion autoencoders for radio map estimation,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:48:01.506749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ad01d210-a5ba-414d-8724-e79dfdd95cbc · outbound

This paper cites RadioUNet: Fast radio map estimation with convolutional neural networks,.

Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management RadioUNet: Fast radio map estimation with convolutional neural networks,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:48:01.490755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 51690ff4-262c-4419-b7b0-32a4e0040424 · outbound

This paper cites RME-GAN: A learning framework for radio map estimation based on conditional generative adversarial network,.

Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management RME-GAN: A learning framework for radio map estimation based on conditional generative adversarial network,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:48:01.475171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8a29917a-1837-4fef-a0e5-939027698e3a · outbound

This paper cites Model and transfer spatial-temporal knowledge for fine-grained radio map reconstruction,.

Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management Model and transfer spatial-temporal knowledge for fine-grained radio map reconstruction,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:48:01.460459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a952eadb-b0bf-4257-82ae-bca17257f1b7 · outbound

This paper cites Ac- curate spectrum map construction using an intelligent frequencyspatial reasoning approach,.

Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management Ac- curate spectrum map construction using an intelligent frequencyspatial reasoning approach,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:48:01.444391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

No inbound Pith citation observations are available.