Paper Citation Record · LEDGER

Large Language Model Agents for Radio Map Generation and Wireless Network Planning

As of 18 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2501.11283.

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

pith.paper-citation-record.v1
2501.11283 v2

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T18:29:28.229977Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

14 of 14 outbound references displayed

verified exact0
verified fuzzy13
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cb946261-3c29-409e-b82a-6ad2a763b528 · outbound

This paper cites The roadmap to 6G: AI empowered wireless networks,.

Large Language Model Agents for Radio Map Generation and Wireless Network Planning The roadmap to 6G: AI empowered wireless networks,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:29:28.413645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3b083d6b-d107-487d-991c-932bf76c23b1 · outbound

This paper cites A vision of 6G wireless systems: Applications, trends, technologies, and open research problems,.

Large Language Model Agents for Radio Map Generation and Wireless Network Planning A vision of 6G wireless systems: Applications, trends, technologies, and open research problems,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:29:28.403886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5159ae2e-6bee-4f92-9ff0-47a20955c794 · outbound

This paper cites Cell-free massive MIMO beam- forming based on radio map,.

Large Language Model Agents for Radio Map Generation and Wireless Network Planning Cell-free massive MIMO beam- forming based on radio map,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:29:28.393004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 057c4d44-9bbd-4444-ab52-926e05a862c3 · outbound

This paper cites AI-assisted indoor wireless network planning with data-driven propagation models,.

Large Language Model Agents for Radio Map Generation and Wireless Network Planning AI-assisted indoor wireless network planning with data-driven propagation models,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:29:28.382376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 61aaccf3-09e4-426f-8656-43ed27c11c5a · outbound

This paper cites V oronoi tessellation based interpolation method for Wi-Fi radio map construction,.

Large Language Model Agents for Radio Map Generation and Wireless Network Planning V oronoi tessellation based interpolation method for Wi-Fi radio map construction,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:29:28.372276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 056bd904-2a01-45e7-8e74-14edb85258f0 · outbound

This paper cites Ray tracing accelera- tion using total variation norm minimization for radio map simulation,.

Large Language Model Agents for Radio Map Generation and Wireless Network Planning Ray tracing accelera- tion using total variation norm minimization for radio map simulation,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:29:28.361184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bb24e598-436f-4279-83db-a9dfee4d2a03 · outbound

This paper cites EM deepray: An expedient, generalizable, and realistic data-driven indoor propagation model,.

Large Language Model Agents for Radio Map Generation and Wireless Network Planning EM deepray: An expedient, generalizable, and realistic data-driven indoor propagation model,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:29:28.348632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 70aeeda0-330f-45c7-9e04-9e6200a8c0ed · outbound

This paper cites LLM-based agentic systems in medicine and healthcare,.

Large Language Model Agents for Radio Map Generation and Wireless Network Planning LLM-based agentic systems in medicine and healthcare,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:29:28.337005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b3aa3749-00de-480c-9d6c-00dccf3780ef · outbound

This paper cites Mathematical discoveries from program search with large language models,.

Large Language Model Agents for Radio Map Generation and Wireless Network Planning Mathematical discoveries from program search with large language models,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:29:28.324232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4141277c-7908-41eb-b844-fdddee6e974e · outbound

This paper cites Industrial internet of things with large language models (LLMs): an intelligence- based reinforcement learning approach,.

Large Language Model Agents for Radio Map Generation and Wireless Network Planning Industrial internet of things with large language models (LLMs): an intelligence- based reinforcement learning approach,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:29:28.312971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 711c0280-34b0-49ce-a53f-8d71014e802a · outbound

This paper cites Large language model-based wireless network design,.

Large Language Model Agents for Radio Map Generation and Wireless Network Planning Large language model-based wireless network design,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:29:28.302119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5dd70704-9530-4d27-80aa-b58307dc91e5 · outbound

This paper cites Maestro: LLM-driven collaborative automation of intent-based 6G networks,.

Large Language Model Agents for Radio Map Generation and Wireless Network Planning Maestro: LLM-driven collaborative automation of intent-based 6G networks,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:29:28.290541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 59afd099-b1f5-431b-a1fb-dcf9d4ecbecd · outbound

This paper cites Large language models (LLMs) assisted wireless network deployment in urban settings,.

Large Language Model Agents for Radio Map Generation and Wireless Network Planning Large language models (LLMs) assisted wireless network deployment in urban settings,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T18:29:28.276688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4ecc943d-d202-41b5-989d-b5aa01e61c61 · outbound

This paper cites WirelessAgent: Large Language Model Agents for Intelligent Wireless Networks.

Large Language Model Agents for Radio Map Generation and Wireless Network Planning WirelessAgent: Large Language Model Agents for Intelligent Wireless Networks

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T18:29:28.229977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.