Paper Citation Record · LEDGER

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction

As of 2 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2606.03531.

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

pith.paper-citation-record.v1
2606.03531 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T09:11:58.764308Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-02T06:30:47.504484+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

43 of 43 outbound references displayed

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verified fuzzy0
unresolved42
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External citation measurements

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Outbound references

Observation 0f9548c1-3c7d-414f-903b-cc2c1ae0ab54 · outbound

This paper cites Communicating with extremely large-scale ar- ray/surface: Unified modeling and performance analysis,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Communicating with extremely large-scale ar- ray/surface: Unified modeling and performance analysis,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

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Unavailable: canonical work link unavailable.

Observation bcf559fd-cca8-4deb-9db8-54156badb7a6 · outbound

This paper cites Deep learning for efficient CSI feedback in massive MIMO: Adapting to new environments and small datasets,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Deep learning for efficient CSI feedback in massive MIMO: Adapting to new environments and small datasets,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

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Observation 5f950b90-f8f5-4f25-b411-219566dd96d5 · outbound

This paper cites Feature allocation for semantic communication with space-time impor- tance awareness,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Feature allocation for semantic communication with space-time impor- tance awareness,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

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Observation 7b49f6b7-0a43-42f2-a4fb-7dd4d1f28921 · outbound

This paper cites FDD massive MIMO: How to optimally combine UL pilot and limited DL CSI feedback?.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction FDD massive MIMO: How to optimally combine UL pilot and limited DL CSI feedback?

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

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Unavailable: canonical work link unavailable.

Observation 95a8fd37-6cec-4704-a2b8-d97d6c1e1b15 · outbound

This paper cites Channel estimation method and phase shift design for reconfigurable intelligent surface assisted MIMO networks,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Channel estimation method and phase shift design for reconfigurable intelligent surface assisted MIMO networks,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06b898e8-8cf0-4fe7-b13d-76059e3e5ccf · outbound

This paper cites Channel estimation approach for RIS assisted MIMO systems,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Channel estimation approach for RIS assisted MIMO systems,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcad8b4a-074d-4670-bee1-5872bcc986eb · outbound

This paper cites A structure-shared dual-polarization endfire MIMO antenna based on uniform circular array for positioning EMIS,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction A structure-shared dual-polarization endfire MIMO antenna based on uniform circular array for positioning EMIS,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b57a02c-f6f1-4b49-bf3b-4a34c11d4cd0 · outbound

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

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction A tutorial on environment-aware communications via channel knowledge map for 6G,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2231895e-32d9-4116-8a42-1f64d2ef2399 · outbound

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

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Toward environment-aware 6G communications via channel knowledge map,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 768bc79d-98d2-4640-885c-c896933ab266 · outbound

This paper cites Channel knowledge map construction: Recent advances and open challenges,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Channel knowledge map construction: Recent advances and open challenges,

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-06-28T09:51:51.352485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-02T06:30:47.504484+00:00.

Observation 25dbed96-aa0e-4d57-92cd-06f662078983 · outbound

This paper cites Channel gain map tracking via distributed Kriging,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Channel gain map tracking via distributed Kriging,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69ce3d81-1d38-4f78-9b2e-1179810cd9e5 · outbound

This paper cites Space-frequency- interpolated radio map,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Space-frequency- interpolated radio map,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 869a7327-7e67-4958-8014-2349f03b2c72 · outbound

This paper cites Spatially consistent street-by-street path loss model for 28-GHz channels in micro cell urban environments,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Spatially consistent street-by-street path loss model for 28-GHz channels in micro cell urban environments,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a357a4d-7fe9-4a6e-a509-d3df04493357 · outbound

This paper cites Calibration of NYURay, a 3D mmWave and Sub-THz ray tracer using indoor, outdoor, and factory channel measurements,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Calibration of NYURay, a 3D mmWave and Sub-THz ray tracer using indoor, outdoor, and factory channel measurements,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 293dcfa3-fd05-440d-997c-ba0af513a07b · outbound

This paper cites Calibration of ray- tracing with diffuse scattering against 28-GHz directional urban channel measurements,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Calibration of ray- tracing with diffuse scattering against 28-GHz directional urban channel measurements,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

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Unavailable: canonical work link unavailable.

Observation 1c584468-3a07-4188-95f1-effd6ed0d0ba · outbound

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

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Channel knowledge map for environment-aware communications: EM algorithm for map construc- tion,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

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Unavailable: canonical work link unavailable.

Observation 7a53db91-6574-4448-b1df-d97ed2772061 · outbound

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

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Ray tracing accelera- tion using total variation norm minimization for radio map simulation,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f39757af-91fd-4632-80d5-d012b01d2c9b · outbound

This paper cites Channel gain map estimation for wireless networks based on scatterer model,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Channel gain map estimation for wireless networks based on scatterer model,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad7e01ff-d61c-449f-9dd4-80a66c2f684c · outbound

This paper cites A scalable and generalizable pathloss map prediction,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction A scalable and generalizable pathloss map prediction,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 397a065e-90e2-4578-acc6-1d386bbcc870 · outbound

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

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction An I2I inpainting approach for efficient channel knowledge map construction,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 784b0130-4df8-4282-bc90-75d94437fdae · outbound

This paper cites Channel gain map construction based on subregional learning and prediction,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Channel gain map construction based on subregional learning and prediction,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0503b75a-7605-4b9f-99ab-2d6a7e15bba0 · outbound

This paper cites WiFi-Diffusion: Achieving fine-grained WiFi radio map estimation with ultra-low sam- pling rate by diffusion models,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction WiFi-Diffusion: Achieving fine-grained WiFi radio map estimation with ultra-low sam- pling rate by diffusion models,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0deb1cd7-8df0-41e2-bc81-a59b624aa838 · outbound

This paper cites Generative CKM construction using partially observed data with diffusion model,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Generative CKM construction using partially observed data with diffusion model,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36948e95-87ab-4a4c-8730-e52d2d1cd299 · outbound

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

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction RadioDiff: An effective generative diffusion model for sampling-free dynamic radio map construction,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb4e7a6c-f364-46cd-be1b-8c080efb2833 · outbound

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

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction RME-GAN: A learning framework for radio map estimation based on conditional generative adversarial network,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

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Unavailable: canonical work link unavailable.

Observation 8817ef5e-5f8a-47a8-a5d2-174c9ecddccf · outbound

This paper cites RadioPix2pix: A GAN-based style transfer model for 2D radio map estimation,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction RadioPix2pix: A GAN-based style transfer model for 2D radio map estimation,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

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Unavailable: canonical work link unavailable.

Observation 6869ad78-955f-418e-ba04-ac523cb14887 · outbound

This paper cites NeRF: Representing scenes as neural radiance fields for view synthesis,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction NeRF: Representing scenes as neural radiance fields for view synthesis,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

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Unavailable: canonical work link unavailable.

Observation 7b8f487a-e1b9-4af9-8ede-ed5cc7576ca0 · outbound

This paper cites 3D Gaussian splatting for real-time radiance field rendering,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction 3D Gaussian splatting for real-time radiance field rendering,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

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Unavailable: canonical work link unavailable.

Observation d7befde7-9634-49f4-a37b-9a93591b55f7 · outbound

This paper cites NeRF2: Neural radio-frequency radiance fields,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction NeRF2: Neural radio-frequency radiance fields,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

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Unavailable: canonical work link unavailable.

Observation 29ab7d9c-2586-47c6-9c3c-cc4033b78998 · outbound

This paper cites NeWRF: A deep learning framework for wireless radiation field reconstruction and channel prediction,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction NeWRF: A deep learning framework for wireless radiation field reconstruction and channel prediction,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a27f28a-3c25-42e4-b2f2-28362a2ae2d9 · outbound

This paper cites F4-CKM: Learning channel knowledge map with radio frequency radiance field rendering,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction F4-CKM: Learning channel knowledge map with radio frequency radiance field rendering,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01192306-92e8-4b69-b77b-d6748ca7d54a · outbound

This paper cites Neural representation for wireless radiation field reconstruction: A 3D Gaussian splatting approach,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Neural representation for wireless radiation field reconstruction: A 3D Gaussian splatting approach,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8ad2fc2-4021-4de5-af2d-b3ac4a4d8a17 · outbound

This paper cites GSRF: Complex- valued 3D Gaussian splatting for efficient radio-frequency data synthe- sis,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction GSRF: Complex- valued 3D Gaussian splatting for efficient radio-frequency data synthe- sis,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 218e1440-535c-4eae-97fa-61d2689dc84a · outbound

This paper cites RF-3DGS: Wireless channel modeling with radio radiance field and 3D Gaussian splatting,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction RF-3DGS: Wireless channel modeling with radio radiance field and 3D Gaussian splatting,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 434d6966-fdc6-409a-bd8a-f233b1b47e56 · outbound

This paper cites Total variation based image restoration with free local constraints,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Total variation based image restoration with free local constraints,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bab7e1d0-e952-4c4e-bf74-f3bcef45d230 · outbound

This paper cites Born and E.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Born and E

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d90fe3e2-7330-4c00-be2b-64b5ceff4d45 · outbound

This paper cites Tse and P.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Tse and P

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 696f6e93-eae3-451c-b1d6-8662c99e2cb6 · outbound

This paper cites TensoRF: Tensorial radiance fields,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction TensoRF: Tensorial radiance fields,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e411fb38-485b-4bcb-9dd1-cc42c08ea1e0 · outbound

This paper cites Sigmoid-weighted linear units for neural network function approximation in reinforcement learning,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Sigmoid-weighted linear units for neural network function approximation in reinforcement learning,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2865d482-cd15-4aa8-8192-4d90ac482673 · outbound

This paper cites A shooting and bouncing ray (SBR) modeling framework involving dielectrics and perfect conductors,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction A shooting and bouncing ray (SBR) modeling framework involving dielectrics and perfect conductors,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe5d7e5e-eb82-4013-af20-b6bb8c5fd523 · outbound

This paper cites Massive MIMO channel measurement data set for localization and communication,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Massive MIMO channel measurement data set for localization and communication,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3022d1e7-c6c6-4586-849d-6d85495a6073 · outbound

This paper cites Understanding the difficulty of training deep feedforward neural networks,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction Understanding the difficulty of training deep feedforward neural networks,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 848eed9b-7599-4c23-bcc9-42305049c08b · outbound

This paper cites k*-nearest neighbors: From global to local,.

Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction k*-nearest neighbors: From global to local,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-28T09:11:58.764308Z

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Unavailable: canonical work link unavailable.

Pith citing papers

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