Paper Citation Record · LEDGER

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

As of 10 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2607.09778.

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

pith.paper-citation-record.v1
2607.09778 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

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

measured 31 of 31 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 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

31 of 31 outbound references displayed

verified exact0
verified fuzzy0
unresolved31
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malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8b72c732-6c8c-4f1e-9c3b-f4c43474de7d · outbound

This paper cites Engineering radio maps for wireless resource management,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching Engineering radio maps for wireless resource management,

Reference 1

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

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Unavailable: canonical work link unavailable.

Observation 40d1e04f-1bf6-4759-8013-5d3a75f61818 · outbound

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

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching Accessing from the sky: A tutorial on uav communications for 5G and beyond,

Reference 2

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cf54fe7-45a8-4be5-bb66-0c1770beebca · outbound

This paper cites Radio map estimation: A data-driven approach to spectrum cartography,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching Radio map estimation: A data-driven approach to spectrum cartography,

Reference 3

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4f2b6b6-568f-4c8a-a80f-92770ae48d8f · outbound

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

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching Toward environment-aware 6G communications via channel knowledge map,

Reference 4

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

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Unavailable: canonical work link unavailable.

Observation 581b9e63-0f95-49f9-b7bc-c5786334bf7e · outbound

This paper cites Csi-tuples-based 3-d channel fingerprints construction assisted by multimodal learning,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching Csi-tuples-based 3-d channel fingerprints construction assisted by multimodal learning,

Reference 5

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

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Unavailable: canonical work link unavailable.

Observation 3e3dee97-727f-42a5-affc-ebb90f6f5459 · outbound

This paper cites The design and applications of high-performance ray- tracing simulation platform for 5G and beyond wireless communica- tions: A tutorial,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching The design and applications of high-performance ray- tracing simulation platform for 5G and beyond wireless communica- tions: A tutorial,

Reference 6

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f049787-3189-4f6d-9722-5a461f98a5ee · outbound

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

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching RadioUNet: Fast radio map estimation with convolutional neural networks,

Reference 7

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a779e54a-0d4e-450d-a42e-a14be0df3135 · outbound

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

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching RME-GAN: A learning framework for radio map estimation based on conditional generative adversarial network,

Reference 8

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

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Unavailable: canonical work link unavailable.

Observation b0d49c7a-c83c-4d7e-82eb-f1d5b7fcaa79 · outbound

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

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching RadioDiff: An effective generative diffusion model for sampling-free dynamic radio map construction,

Reference 9

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 111558c0-a9e1-44e5-9637-958f013410c2 · outbound

This paper cites CKMDiff: A generative diffusion model for CKM construction via inverse problems with learned priors,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching CKMDiff: A generative diffusion model for CKM construction via inverse problems with learned priors,

Reference 10

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

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Unavailable: canonical work link unavailable.

Observation 60b88e29-416a-4197-8f1d-c37dde04a219 · outbound

This paper cites RadioFlow: Efficient radio map construction framework with flow matching,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching RadioFlow: Efficient radio map construction framework with flow matching,

Reference 11

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

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Unavailable: canonical work link unavailable.

Observation 03cc868e-4165-4d7f-ae07-9e6832969a2c · outbound

This paper cites UniRM: A universal large model for multiband 3D radio map construction,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching UniRM: A universal large model for multiband 3D radio map construction,

Reference 12

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19233d87-9627-4d66-b419-90c297c7036d · outbound

This paper cites DF-3DRME: A data- friendly learning framework for 3d radio map estimation based on super- resolution technique,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching DF-3DRME: A data- friendly learning framework for 3d radio map estimation based on super- resolution technique,

Reference 13

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f5337d1-bea6-4b98-924f-154cf727decd · outbound

This paper cites 3-D radio map estimation based on active measurement trajectory selection,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching 3-D radio map estimation based on active measurement trajectory selection,

Reference 14

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dec1d425-c652-4e4a-a988-e9efd71dbf05 · outbound

This paper cites 3D radio map reconstruction based on generative adver- sarial networks under constrained aircraft trajectories,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching 3D radio map reconstruction based on generative adver- sarial networks under constrained aircraft trajectories,

Reference 15

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c04b0140-7e29-4c3b-ba5d-6947fdb584e2 · outbound

This paper cites RadioGen3D: 3D radio map generation via adversarial learning on large-scale synthetic data,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching RadioGen3D: 3D radio map generation via adversarial learning on large-scale synthetic data,

Reference 16

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01b0ebaa-826d-43a1-97c7-5b1f2380f523 · outbound

This paper cites 3DCKMDiff: 3D CKM construction based on gener- ative diffusion for environment-aware low-altitude communication and sensing,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching 3DCKMDiff: 3D CKM construction based on gener- ative diffusion for environment-aware low-altitude communication and sensing,

Reference 17

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38b4ccef-ce10-4a1a-b74f-acb3ebcde354 · outbound

This paper cites 3D-RadioDiff: An altitude-conditioned diffusion model for 3D radio map construction,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching 3D-RadioDiff: An altitude-conditioned diffusion model for 3D radio map construction,

Reference 18

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be4c364c-a2c3-4968-982c-984fc2dee49f · outbound

This paper cites RadioDiff-3D: A 3D×3D radio map dataset and generative diffusion based benchmark for 6G environment-aware com- munication,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching RadioDiff-3D: A 3D×3D radio map dataset and generative diffusion based benchmark for 6G environment-aware com- munication,

Reference 19

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 982ad49e-630c-402e-8091-7a049df1b5ba · outbound

This paper cites A fine-grained 3D radio map construction paradigm with ultra-low sampling rates by large generative models,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching A fine-grained 3D radio map construction paradigm with ultra-low sampling rates by large generative models,

Reference 20

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

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.

Observation 8ec3230d-5697-407a-b217-3d2d9eb813dc · outbound

This paper cites FARM: Foundational Aerial Radio Map for Intelligent Low-Altitude Networking.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching FARM: Foundational Aerial Radio Map for Intelligent Low-Altitude Networking

Reference 22

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4957310f-1470-45be-be6c-169ba9e47d89 · outbound

This paper cites 6D channel knowledge map construction via bidirectional wireless Gaussian splatting,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching 6D channel knowledge map construction via bidirectional wireless Gaussian splatting,

Reference 23

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91833845-2530-4cf3-99ef-fe8784828e6d · outbound

This paper cites LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching LAMBDA: A Low-Altitude Multimodal Base Dataset for UAV Sensing and Communication

Reference 24

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

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Unavailable: canonical work link unavailable.

Observation 1e61456b-43f3-4ee6-a417-41ecac874bd6 · outbound

This paper cites Denoising diffusion probabilistic models,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching Denoising diffusion probabilistic models,

Reference 25

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

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Unavailable: canonical work link unavailable.

Observation f30a145b-2da4-4fdd-9799-faa3b789cfe8 · outbound

This paper cites Flow matching for generative modeling,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching Flow matching for generative modeling,

Reference 26

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

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Unavailable: canonical work link unavailable.

Observation e87fb0a0-3eac-4a6d-b3c6-58462c603d9a · outbound

This paper cites Latent diffusion model without variational autoencoder,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching Latent diffusion model without variational autoencoder,

Reference 27

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

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Observation 51c5bf11-baeb-4700-adfb-94300f431015 · outbound

This paper cites DINOv3.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching DINOv3

Reference 28

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

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Unavailable: canonical work link unavailable.

Observation b84ac969-b737-4884-b089-21b0c120eab6 · outbound

This paper cites Dynamical Diffusion: Learning Temporal Dynamics with Diffusion Models.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching Dynamical Diffusion: Learning Temporal Dynamics with Diffusion Models

Reference 29

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48ef81fe-35a4-4ce9-af01-cead635c5e04 · outbound

This paper cites Dominant path prediction model for urban scenarios,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching Dominant path prediction model for urban scenarios,

Reference 30

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

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Unavailable: canonical work link unavailable.

Observation 13af1623-bed5-4b43-a9a0-6a45793dbbcb · outbound

This paper cites Sionna RT: Differentiable ray tracing for radio prop- agation modeling,.

BDFlow-3DRM: Height-Coherent 3D Radio Map Construction via Bi-Dynamical Flow Matching Sionna RT: Differentiable ray tracing for radio prop- agation modeling,

Reference 31

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

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Pith citing papers

No inbound Pith citation observations are available.