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Paper Citation Record · LEDGER

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks

As of 19 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 2 inbound Pith citation observations for arXiv:2507.23236.

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

pith.paper-citation-record.v1
2507.23236 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:01:52.737519Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T23:08:19.232619Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T09:25:21.965973Z

Reference resolution

40 of 40 outbound references displayed

  • verified exact1
  • verified fuzzy33
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0c651537-0a86-4dad-b56c-86e12cf43fe7 · outbound

This paper cites Towards 6G wireless communication networks: Vision, enabling technologies, and new paradigm shifts,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Towards 6G wireless communication networks: Vision, enabling technologies, and new paradigm shifts,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.910391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 1ff9f027-ae42-4ad2-bb2c-f490138ae05c · outbound

This paper cites Cell-free massive MIMO versus small cells,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Cell-free massive MIMO versus small cells,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.880730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.430141Z digest=sha256:66d18077554ca0f3ca2db86167aa188cadb87f5cd4af423f94d8d3d0b3f654f5

Observation 8353c5e8-e800-4b14-aa60-d2cfce0d5943 · outbound

This paper cites Rate-region characterization and channel estimation for cell-free symbiotic radio communications,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Rate-region characterization and channel estimation for cell-free symbiotic radio communications,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.859028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.441193Z digest=sha256:1eae962ad777ee7d7d012932c3c1730b02b225ffc41bb69f22fddb3e7640498e

Observation 2801550d-5390-4340-b41b-2d2ae4274a56 · outbound

This paper cites Ultra-dense networks: A survey,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Ultra-dense networks: A survey,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.839762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.451266Z digest=sha256:7f64398082e1a568812864f4674558b2c00cf5fe1770326a3ca60980c9831f7b

Observation 37547e7f-e6f9-4c1c-9fd2-e06ea8191ffe · outbound

This paper cites User-centric ultra-dense networks for 5G: challenges, methodologies, and directions,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks User-centric ultra-dense networks for 5G: challenges, methodologies, and directions,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.815546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.461286Z digest=sha256:e87d728adb311ee2e16fe673ab08cf1e5b93d544331d82f7ebdcc9c86db7e81a

Observation 56820b4e-df6f-4f93-8798-c5b7de0e29a8 · outbound

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

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Toward environment-aware 6G communications via channel knowledge map,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.793040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.467317Z digest=sha256:1ecb876e759b8750800307b617636dd4119e848e2f368c5f77c00a0a43780e12

Observation 60a2d452-2087-46ff-b961-e1ceb383fcaa · outbound

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

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks A tutorial on environment-aware communications via channel knowledge map for 6G,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.770982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.478912Z digest=sha256:dc4ef1767d383a552be503b6d5a0694de90a0f907dd34df33cf380e25a0155d9

Observation 86aea226-87b0-4441-aec7-d59223199055 · outbound

This paper cites Environment-aware hybrid beamforming by leveraging channel knowledge map,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Environment-aware hybrid beamforming by leveraging channel knowledge map,

Reference 8

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verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.746566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.487600Z digest=sha256:9ca1b9909fb498d843610d11a13dbd550bcab66633713f3caaf1d20f8a8fa95b

Observation 145e1d0e-e8a5-49c3-a558-33632c620fe6 · outbound

This paper cites You May Use the Same Channel Knowledge Map for Environment-Aware NLoS Sensing and Communication.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks You May Use the Same Channel Knowledge Map for Environment-Aware NLoS Sensing and Communication

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:52.494403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:52.494403Z digest=sha256:9a040a53d1cf4af74b0a3a5ab8ba74f2765494e3bd198a397d476f3a90ade8d9

Observation ce5b7db0-05c1-4896-84be-121506de12d8 · outbound

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

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks IMNet: Interference-aware channel knowledge map construction and localiza- tion,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.720869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.503540Z digest=sha256:d75aa543679e067a780389115d293bd52b82a3308e79f1ae7cce960663808eb5

Observation 68115a34-310b-418c-b03f-4fdef5ca1d89 · outbound

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

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks RadioUNet: Fast radio map estimation with convolutional neural networks,

Reference 11

Resolution
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raw_fallback, observed 2026-08-06T11:01:53.697128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.509153Z digest=sha256:4216ee15028a7361b4a677c4cf062bc91bf849984a9662e7effb1c2f2fbab476

Observation 9a5da9d5-9137-4df4-9d9f-c36a8ff6e000 · outbound

This paper cites Sionna RT: Differentiable ray tracing for radio propagation modeling,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Sionna RT: Differentiable ray tracing for radio propagation modeling,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.666722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.515373Z digest=sha256:298f784bd3aad513ffc7a4a93f80c5f9e84420b62ce18a4205c4b945784a73cd

Observation 0897494a-cdb4-4b10-a630-a38ad708f5b8 · outbound

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

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Channel knowledge map for environment-aware communications: EM algorithm for map construc- tion,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.643258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.524782Z digest=sha256:1bcadf48a37fec781d942bd810db76252f0bdc9c0e6b98345dd79b393a60131d

Observation d3300829-f10c-4ece-9f12-b81f3d20cc08 · outbound

This paper cites Model-free radio map estimation in massive MIMO systems via semi- parametric Gaussian regression,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Model-free radio map estimation in massive MIMO systems via semi- parametric Gaussian regression,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.598958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.534804Z digest=sha256:3e885ee36252703a9e2c26076a6e62da8e4386158fdec0655d06985ba456145e

Observation 4a9cfaae-9187-4830-a8a6-b0ccb4c0a359 · outbound

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

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks 3D-RadioDiff: An altitude-conditioned diffusion model for 3D radio map construction,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.567127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.542059Z digest=sha256:02f2e376fa365337ef59756362b395de45bfefd1d59e9a091d5d061ad6f5a010

Observation 8e1a8b88-864e-429c-8b67-7545e97eb174 · outbound

This paper cites CKMDiff: A Generative Diffusion Model for CKM Construction via Inverse Problems with Learned Priors.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks CKMDiff: A Generative Diffusion Model for CKM Construction via Inverse Problems with Learned Priors

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:52.548644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:52.548644Z digest=sha256:626f2e89317d10beebf83dbfe76aceed78b932386182c4c2f8c5b8938e361994

Observation 26bf9e41-216a-43ab-b65c-a782030a8bbf · outbound

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

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks RME-GAN: A learning framework for radio map estimation based on conditional generative adversarial network,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.539289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.554529Z digest=sha256:a14fcbf34fa420a6fed16af9418d7f2db7362edf3ea30ec0892fdc69c8fbfb98

Observation 2c32f39f-b14c-4fa4-a654-71c8704ab6f4 · outbound

This paper cites Deep learning-based CKM construction with image super-resolution,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Deep learning-based CKM construction with image super-resolution,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.508281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.561127Z digest=sha256:3f9cae3866029fa295327f7d3ed6500b673537f686bf0add891700aa58388e8e

Observation 7a209069-7278-459d-9004-a7fbf5517e54 · outbound

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

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks An I2I inpainting approach for efficient channel knowledge map construction,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.481680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.572090Z digest=sha256:36b7e1968418902eed6326c52f14d158e4d280a853fb85722672883969a9b0db

Observation 49676d08-784f-45e4-b7cb-55f9c279718e · outbound

This paper cites Learning-based remote channel inference: Feasibility analysis and case study,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Learning-based remote channel inference: Feasibility analysis and case study,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.451048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.580480Z digest=sha256:752b39772ea625318f31eecd58fab39798e458702a5c8f29dffced45b38f3efb

Observation 64923344-22f1-4ea6-9b44-856ec7284349 · outbound

This paper cites Deep learning for TDD and FDD massive MIMO: Mapping channels in space and frequency,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Deep learning for TDD and FDD massive MIMO: Mapping channels in space and frequency,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.419814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.588879Z digest=sha256:65ddcfaa0990bfb864a867a61f8c66675c95db85644ee14f2e9b455f0dc4e5ca

Observation 94b216c1-3b5f-4cab-aa99-e11b57c8206e · outbound

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

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Generating CKM Using Others' Data: Cross-AP CKM Inference with Deep Learning

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-08-06T11:01:52.863973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.594877Z digest=sha256:303bb3dde3942a0feb089a8eb12f0798433f48a4ae36153b63c76e210ed8dec1

Observation 294adee9-2ac8-4376-92e0-dbe4dbb512fa · outbound

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

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Generative CKM construction using partially observed data with diffusion model,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.387870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.600817Z digest=sha256:5a5491333616fff828f9b00b6c6c4ede35aac74da54ef3462fa11c85c444bb37

Observation dcd5796c-0474-4679-acd9-8a4ef071b31e · outbound

This paper cites Zero-1-to-3: Zero-shot one image to 3D object,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Zero-1-to-3: Zero-shot one image to 3D object,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.365272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.610071Z digest=sha256:b4ca43f2134eadb4778206ba1a3e906fa856ea1baa4d50a5423e304e472bdfae

Observation f3e2a5b2-7df8-4d3f-bd97-789bccd263af · outbound

This paper cites Eschernet: A generative model for scalable view synthesis,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Eschernet: A generative model for scalable view synthesis,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.338760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.617040Z digest=sha256:edd99dfac56fee2ba5bb40a40b960bbdb8cbb686e80d30bf04d05f9e6ec63291

Observation c1b1ebc5-38b0-4175-87cb-2d9ac6620ee4 · outbound

This paper cites Nearest neighbor pattern classification,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Nearest neighbor pattern classification,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.306792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.624063Z digest=sha256:dd1aae96a22aa4e98ffc875be4e67f6cfa72dfbe49ed2b9f6ad88fd4fc56909d

Observation cce48344-cfd5-4265-9559-bb7965a9c46d · outbound

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

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks How much data is needed for channel knowledge map construction?

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.283264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.630677Z digest=sha256:7f321f0476df1b5df55a36a9ba0733197943bc98f5884a17374d4566d401f7a7

Observation 159ccb38-870c-4500-9435-218ea6e8f91f · outbound

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

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks RadioDiff: An effective generative diffusion model for sampling- free dynamic radio map construction,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.248729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.636371Z digest=sha256:3564c4073bda8b73be8f70b6378a976f7a7110826a0df6563eb43e4940fc818e

Observation d3273ac3-6a7a-4396-93be-2f97e22b9210 · outbound

This paper cites Denoising diffusion probabilistic mod- els,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Denoising diffusion probabilistic mod- els,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.222107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.643646Z digest=sha256:32096e0f6631085e64f276474b80e3daa0098bcc84d493868bb77fd0c5aeb729

Observation b5d8502b-97b5-441a-83bd-6868fca79ea1 · outbound

This paper cites Diffusion models beat GANs on image synthesis,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Diffusion models beat GANs on image synthesis,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.191532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.649393Z digest=sha256:0c77803308ed631f06bb624afdeba8d6906287c37d9edb5d3a30bdbf4a69ff61

Observation 35b8c957-f342-4e64-b6a6-e272b0736032 · outbound

This paper cites Palette: Image-to-image diffusion models,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Palette: Image-to-image diffusion models,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.163171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.660023Z digest=sha256:a52fe59c7176f4bc94a248dff7d49bb1de8028966ff4127572594c6cf042028e

Observation 86cf2a98-1a2e-4eca-8d1c-83c043e98091 · outbound

This paper cites Classifier-Free Diffusion Guidance.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Classifier-Free Diffusion Guidance

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:52.667978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:52.667978Z digest=sha256:002d76ba4b3bb6a2be0b4a4baa3498a5be015b165b7058579272dbdd9ee19d9d

Observation d69086c2-1f95-47ea-a45d-05107859c48d · outbound

This paper cites High- resolution image synthesis with latent diffusion models,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks High- resolution image synthesis with latent diffusion models,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.137598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.682632Z digest=sha256:f711620007c429ba7a5a3e2e468c68b57e2b489a4966fb1ed08559836110c7d7

Observation dd8ab601-e158-4ab3-af19-396a3b2789b6 · outbound

This paper cites RoFormer: Enhanced transformer with rotary position embedding,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks RoFormer: Enhanced transformer with rotary position embedding,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.109494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.688685Z digest=sha256:a13bfac0859afaad42e5f323aa2807abc5ac50fab4ab3a4572847d549f58f7bb

Observation 5e8f0829-6dbb-4509-874c-c871d546b8b6 · outbound

This paper cites Attention is all you need,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Attention is all you need,

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:52.696065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:52.696065Z digest=sha256:ba31d661c6ae1e0f42e1868b0627e594cea17728350843c1b47756b5ad021b97

Observation 5dbae542-bbc6-4efa-9a9a-c7af9ac7686b · outbound

This paper cites Perceiver: General perception with iterative attention,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Perceiver: General perception with iterative attention,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.040724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.705070Z digest=sha256:a1b490050cd170d79f75f298a51fb6a2b709ea1231a7d2f16b8e81c0a721c1e9

Observation 3053a158-88ba-4076-8046-273fccb234d9 · outbound

This paper cites Convnext v2: Co-designing and scaling convnets with masked autoencoders,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Convnext v2: Co-designing and scaling convnets with masked autoencoders,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:53.007609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.712134Z digest=sha256:444f4ce9d795942a53a54c10c4248a81e1477b14ba146da4592acb2a738ee681

Observation 23b3c54b-19dd-48ba-a318-a9294dfa3c11 · outbound

This paper cites Dataset of Pathloss and ToA Radio Maps With Localization Application.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Dataset of Pathloss and ToA Radio Maps With Localization Application

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:52.722397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:52.722397Z digest=sha256:71799de8bdd001cceffa3ac0c244e3ea8d847d0056a37c895e8a76a3a726b9db

Observation 8cc5678f-87b6-4077-8755-d6367ac17492 · outbound

This paper cites Image quality assessment: from error visibility to structural similarity,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Image quality assessment: from error visibility to structural similarity,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:01:52.977569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-06T11:01:52.729700Z digest=sha256:5ac31aec7273842076fce11bb4e081c573ddc376d4663e34151bce88badbc737

Observation 5a357433-dd4f-43ed-847f-19962f1675c3 · outbound

This paper cites The unreasonable effectiveness of deep features as a perceptual metric,.

BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks The unreasonable effectiveness of deep features as a perceptual metric,

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T11:01:52.737519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:01:52.737519Z digest=sha256:712468efbd35ac019634813cd831b8e92e6bb704983ff9bd81d42a530d189aed

Pith citing papers

Observation 066df7e7-6cf3-4f18-bb79-046dcfd7c74a · inbound

A Tutorial on Learning-Based Radio Map Construction: Data, Paradigms, and Physics-Awareness cites this paper.

A Tutorial on Learning-Based Radio Map Construction: Data, Paradigms, and Physics-Awareness BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks

Reference 49

Resolution
verified exact
arxiv_id, observed 2026-05-15T09:25:21.970480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-15T09:24:16.570453Z digest=sha256:0b2e77cd7364b58ddf1b1b0e2501f6c57518eb3ebd597f6f5c170b6d06c9bea9

Observation af6663db-1ba7-42f2-a4f8-ca11dda579db · inbound

A Tutorial on Learning-Based Radio Map Construction: Data, Paradigms, and Physics-Awareness cites this paper.

A Tutorial on Learning-Based Radio Map Construction: Data, Paradigms, and Physics-Awareness BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks

Reference 56

Resolution
unresolved
no resolver link, observed 2026-07-13T23:08:19.232619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T23:08:19.232619Z digest=sha256:e7419935eaa358a1b99c9a11ba032254b4cb69fb1f7dc370c8b86b6bb87173f7