Paper Citation Record · LEDGER

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN

As of 23 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2504.12794.

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

pith.paper-citation-record.v1
2504.12794 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:26:09.336453Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

17 of 17 outbound references displayed

verified exact0
verified fuzzy14
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ce4218f9-db24-43b9-92e4-60915e19bab3 · outbound

This paper cites eVTOL communication and trajectory optimization in low-altitude economy,.

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN eVTOL communication and trajectory optimization in low-altitude economy,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:26:09.552250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7cfcb706-169c-4144-88f9-6862b17a5134 · outbound

This paper cites 6G Non-Terrestrial Networks Enabled Low-Altitude Economy: Opportunities and Challenges.

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN 6G Non-Terrestrial Networks Enabled Low-Altitude Economy: Opportunities and Challenges

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T12:26:09.274957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b07aa66-716b-4137-b02d-1645d944c30f · outbound

This paper cites Accessing from the sky: A tutorial on UA V communications for 5G and beyond,.

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN Accessing from the sky: A tutorial on UA V communications for 5G and beyond,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:26:09.540628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e0f5e933-b67a-4bc9-acf2-816b0cb6855d · outbound

This paper cites Toward environment-aware 6G communications via channel knowledge map,.

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN Toward environment-aware 6G communications via channel knowledge map,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:26:09.529383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9580ae63-9495-4288-b730-826509a358bf · outbound

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

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN A tutorial on environment-aware communications via channel knowledge map for 6G,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:26:09.518780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5214996c-ea0a-4cfd-8643-03878a1df45c · outbound

This paper cites Channel knowledge map for environment-aware communications: EM algorithm for map construc- tion,.

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN Channel knowledge map for environment-aware communications: EM algorithm for map construc- tion,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:26:09.507452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2f6bee4b-0eea-48cc-aca2-9dbc885e3e9c · outbound

This paper cites 3D radio map re- construction based on generative adversarial networks under constrained aircraft trajectories,.

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN 3D radio map re- construction based on generative adversarial networks under constrained aircraft trajectories,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:26:09.496204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2aedb3cc-d378-4c85-ba62-a2814e241dd8 · outbound

This paper cites How much data is needed for channel knowledge map construction?,.

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN How much data is needed for channel knowledge map construction?,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:26:09.484954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f1ac7095-5631-4497-b2f2-bf8f8c77d9c1 · outbound

This paper cites Aerial video streaming over 3D cellular networks: An environment and channel knowledge map approach,.

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN Aerial video streaming over 3D cellular networks: An environment and channel knowledge map approach,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:26:09.472855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 57b6b3a7-1a34-4759-a91f-ddc2af14b1dd · outbound

This paper cites Channel knowledge map (CKM)-assisted multi-UA V wireless network: CKM construction and UA V placement,.

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN Channel knowledge map (CKM)-assisted multi-UA V wireless network: CKM construction and UA V placement,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:26:09.458534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1606c518-8bb4-415b-9060-fdb6f31106e6 · outbound

This paper cites On the construction of channel gain map: Model-based or model-free approach?,.

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN On the construction of channel gain map: Model-based or model-free approach?,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:26:09.446471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5f99deef-3a37-474e-bdf4-e8fdd72fbe95 · outbound

This paper cites An I2I inpainting approach for efficient channel knowledge map construction,.

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN An I2I inpainting approach for efficient channel knowledge map construction,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:26:09.434504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation dc1a74bd-e126-4d2e-83d7-fc8e5fa9402a · outbound

This paper cites IMNet: Interference-aware channel knowledge map construction and localiza- tion,.

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN IMNet: Interference-aware channel knowledge map construction and localiza- tion,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:26:09.423534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a048e7d3-5632-4431-b10c-0810297fa915 · outbound

This paper cites Generating CKM Using Others' Data: Cross-AP CKM Inference with Deep Learning.

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN Generating CKM Using Others' Data: Cross-AP CKM Inference with Deep Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T12:26:09.325071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad4f4a14-33f7-41ec-9f9a-e7ce4ee65f6d · outbound

This paper cites Channel knowledge map construction based on a UA V-assisted channel measurement system,.

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN Channel knowledge map construction based on a UA V-assisted channel measurement system,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T12:26:09.328923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94880678-2ee3-4b43-a806-ebcef7599d74 · outbound

This paper cites Integrating air and ground: Crafting a universal 3D channel knowledge map for AIM,.

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN Integrating air and ground: Crafting a universal 3D channel knowledge map for AIM,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:26:09.404429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b0ebffb5-2024-4caf-b220-8670ac704eff · outbound

This paper cites Masked 3D conditional generative adversarial network for rock mesh generation,.

Supporting Urban Low-Altitude Economy: Channel Gain Map Inference Based on 3D Conditional GAN Masked 3D conditional generative adversarial network for rock mesh generation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:26:09.392930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

No inbound Pith citation observations are available.