Pith. sign in

Paper Citation Record · LEDGER

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

As of 10 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.422012Z digest=sha256:bb40cbffdab597b531daf7945a82fd8669691cd84e7bd8efbc7a4ede5e704c68

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.430141Z digest=sha256:1ab840a71bdc90ec9b57326d511a3655840bff4e78bb0ffb3d410139cc83721f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.441193Z digest=sha256:fe450bea7dfff13c417e5c688749abb4a1c4afdbeb435124dc8f990006350819

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.451266Z digest=sha256:8a5b70fd9ce944a0cc1e9446f797eca02af0f7f4fcce0d8895a1772b46b6919d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.461286Z digest=sha256:ab3f0aacfffb1dc290992565d5c7146aa6e748e25e67ef3dd44be9f202d31def

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.467317Z digest=sha256:1a1760cfdf0c638bfcf554d533c24ce18a0e0d2b8af30618b75e64ff37bc8e42

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.478912Z digest=sha256:e3a0536dc30bfc3648c5ed16382d16e128e0be57bb10282898df457d601704da

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

Resolution
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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.487600Z digest=sha256:2b6c396523b7c53dadf33e6bb033e7443f4a9e62fab6ca7bdaa795efc91b0038

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:cbf49abaf0ef1869b3ff8da10ea4a0e3ffc4963fdd9e3d4fd6adb2487c617b3b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.503540Z digest=sha256:3219ff370bae7d06dd343e73141fac09733b0c4f41874dad9b1221723c2b62bb

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
verified fuzzy
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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.509153Z digest=sha256:b20e68b74255109740f79513f8e981edb77f695031d26cc16f9d5d57152abd55

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.515373Z digest=sha256:b794a6f5af7e1816d53157c5a70b13ed71cda138a0abc318d3b905a943bdc52b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.524782Z digest=sha256:f462122921d7aa1d668420328f53c7249d12bff6329f6485338e05c869bda505

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.534804Z digest=sha256:c489235830b44a690b2a4592ff7cfaa399b46c667be9ccfd50fd21b4d8e6161e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.542059Z digest=sha256:ec4bf5d5e170f937ba84be29775b6aa1ce7e6a782cf70ed98c8c241d0cedb1f7

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:a62c726e6593118a0767f826f5296166ed14f8ed415c4bf23f07de49a1cce4ab

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.554529Z digest=sha256:f682415ccab34941138080f3f191ecdabd76516c13abdcb8aa12f3ca94b0168d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.561127Z digest=sha256:be879666a9425f4a1a6956359e0ddff6055fe7b204e609c51a8b4e77fa09f834

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.572090Z digest=sha256:2d51512605f2b59849726ff25523146c0a9858288b990bfcbad8d80ce6725fcd

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.580480Z digest=sha256:890dd6ab85c051b45515cace80054769e5163290d046beaa6330fa9c37b17049

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.588879Z digest=sha256:7b7cf411a678a5261d9166fb5b79f69a9d49b4531ee172592242eec45ddb5479

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.594877Z digest=sha256:b52768349a9789fcf317aa8e71d6917bb4a9d2f6f07ee9753e32696d08fbd958

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.600817Z digest=sha256:acb97d26e947c5260014e3ab4ab55a2e6ff09421cd8d82b707217922a2afb544

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.610071Z digest=sha256:c27f67652b5e27550f2ed10ac84cf23a160e132a0296eb5499e30738a22f4d8e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.617040Z digest=sha256:bb01680e7de5a7261f6424d2708f109cbcd2eff8c07d0cdfa17ea06c6c978c30

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.624063Z digest=sha256:abc7e306a3834e863f42c7bf80bc45e30d9850ea8fbd482215011ef13553ffa9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.630677Z digest=sha256:0c6f3fa5ee80607b2fef6d99d09086f79a98ee08bb7994f4634bcefb69ea4028

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.636371Z digest=sha256:49b0083ce02265172fb1dee6a7f10a85c1706515f8b52c6f144128b449901ced

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.643646Z digest=sha256:e03c87c1ec3f91fd1308a05ec8e0c29a10e42d2ad5d14ddd7065b5fc203c27d0

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.649393Z digest=sha256:37e3051938a95e5d246d3a21a1e67cccc93386f52c6303c01305f1d60868560b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.660023Z digest=sha256:3a5623bc7548f23b37ce5dc93f68781f83fd203a28ed0b0be8583c1ef752628e

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=sha256:736c4b33564bade89eb606621bfe3e3d4c30bca1167b6f699536e1ed6acfe675

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.682632Z digest=sha256:b2d283968fadb70fdd354169fe7f5a90b10ef0ece2f4e34efc1bb0d0b18998ed

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.688685Z digest=sha256:14e199b51f3a69bc3cab97b2dc9f2ff4094af1fc018b74f38522a1ed03efff0c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.705070Z digest=sha256:fcff283f472d8a8808465f28a41ea06ce6a01dbb34c0c988941614d5aa30ad91

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.712134Z digest=sha256:819486e829a0980588c748230961d0f9edfc2054af3b60db3337f6d5f10f8936

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:dc7f8d70914119fd22995a6b924915c26ddb8400892c5496a402480d774ac742

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T11:01:52.729700Z digest=sha256:880382b1d14ee371049ea110cd1e36b6518363828d2fc5cdd71bb890b3771d50

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T09:24:16.570453Z digest=sha256:92fb8d494f4e9ef6a6d7dafe5fa3cd38dd53ac77ece62448a053274d089645aa

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