Paper Citation Record · LEDGER

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction

As of 5 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 1 inbound Pith citation observation for arXiv:2604.23533.

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

pith.paper-citation-record.v1
2604.23533 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-08T06:16:25.660167Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T15:51:53.040466Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

19 of 19 outbound references displayed

verified exact2
verified fuzzy17
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ffd8da0c-141b-4d58-b7a8-7a5ad5595d76 · outbound

This paper cites Machine learning based clustering and modeling for 6g uav-to-ground communication channels.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction Machine learning based clustering and modeling for 6g uav-to-ground communication channels

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:07:53.217228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 01e1cd67-05cb-4ec5-b73f-63e12d1095e4 · outbound

This paper cites Fast 3-d radio map reconstruction via cross tensor approximation.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction Fast 3-d radio map reconstruction via cross tensor approximation

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:07:53.227001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ee33e638-038a-42db-a76a-9a4849d43a08 · outbound

This paper cites Digital twin channel for 6g: Concepts, architectures and potential applications.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction Digital twin channel for 6g: Concepts, architectures and potential applications

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:07:53.230495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 410c079d-4809-499e-bff3-b3eabe7aaba3 · outbound

This paper cites A scalable and generalizable pathloss map prediction.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction A scalable and generalizable pathloss map prediction

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:07:53.233997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 98238834-5740-435f-8025-989602a67933 · outbound

This paper cites Ckmimagenet: A dataset for ai-based channel knowledge map toward environment-aware communi- cation and sensing.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction Ckmimagenet: A dataset for ai-based channel knowledge map toward environment-aware communi- cation and sensing

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:07:53.196987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 221aab8d-71b3-4947-b342-a71e8604eea6 · outbound

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

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction Radiounet: Fast radio map estimation with convolutional neural networks

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:07:53.200578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 94e4049c-ab6d-4c51-b8e7-d486e1e467d4 · outbound

This paper cites Ra- diomamba: Breaking the accuracy-efficiency trade-off in radio map construction via a hybrid mamba-unet.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction Ra- diomamba: Breaking the accuracy-efficiency trade-off in radio map construction via a hybrid mamba-unet

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:07:53.223629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7f59049e-577e-4653-97ed-7fcc949078d0 · outbound

This paper cites Rme-gan: A learning framework for radio map estimation based on conditional generative adversarial network.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction Rme-gan: A learning framework for radio map estimation based on conditional generative adversarial network

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:07:53.186201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation dfc197a4-3ff7-45b6-8a0c-f32b11e5c50f · outbound

This paper cites Deep completion autoencoders for ra- dio map estimation.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction Deep completion autoencoders for ra- dio map estimation

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:07:53.236882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 8b2ed69b-d9f5-45d6-bff7-c91de86568d9 · outbound

This paper cites Llm4pg: Adapting large language model for pathloss map generation via synesthesia of machines.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction Llm4pg: Adapting large language model for pathloss map generation via synesthesia of machines

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:16:12.420475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3a50f97d-01ac-432d-ba33-da2f5df8f101 · outbound

This paper cites In-context radio map estimation via ripple autore- gressive modeling.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction In-context radio map estimation via ripple autore- gressive modeling

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:07:53.220344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 82f3b0f5-82b3-48b5-8e21-df22c82bab71 · outbound

This paper cites Radiodiff-3d: A 3d× 3d radio map dataset and generative diffusion based benchmark for 6g environment-aware communication.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction Radiodiff-3d: A 3d× 3d radio map dataset and generative diffusion based benchmark for 6g environment-aware communication

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:07:53.206882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 01a58f2d-0e1c-413a-9dac-ba3bbb0a6bc8 · outbound

This paper cites Radiodiff: An effective generative diffusion model for sampling-free dynamic radio map construction.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction Radiodiff: An effective generative diffusion model for sampling-free dynamic radio map construction

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:07:53.193702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f88c8656-cd7e-475e-b984-5d8038f4e9ac · outbound

This paper cites Randar: Decoder-only autoregressive visual generation in random orders.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction Randar: Decoder-only autoregressive visual generation in random orders

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:07:53.239413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation daa64acb-7503-4737-b5a1-56b431dfcb9a · outbound

This paper cites Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:09:17.130563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7aa726f2-f50e-4a40-ac33-fe82addb62bc · outbound

This paper cites Lora: Low-rank adaptation of large language models.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction Lora: Low-rank adaptation of large language models

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:07:53.213945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1ce99cac-6a1d-4bf8-b4b7-cf4c0fe9a630 · outbound

This paper cites Diveq: Differentiable vector quantization using the reparameterization trick.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction Diveq: Differentiable vector quantization using the reparameterization trick

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:07:53.189475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e1a06a59-f60c-4d17-aaf8-f8904911165a · outbound

This paper cites Deep multi-scale video prediction beyond mean square error.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction Deep multi-scale video prediction beyond mean square error

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:07:53.211420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2c605c5a-c0f3-441b-b66d-ece0fd4eac5c · outbound

This paper cites Addressing representation collapse in vector quantized models with one linear layer.

PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction Addressing representation collapse in vector quantized models with one linear layer

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T19:07:53.203826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Pith citing papers

Observation 2e514a46-408c-42e3-b459-6de0212006fe · inbound

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching cites this paper.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching PILOT: One Physics-Integrated Generation Framework to Unify 2D and 3D Radio Map Construction

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-14T15:51:53.040466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.