Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T11:01:52.737519Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T11:01:52.737519Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-13T23:08:19.232619Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-15T09:25:21.965973Z
40 of 40 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 0c651537-0a86-4dad-b56c-86e12cf43fe7 · outbound
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
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.
Observation 1ff9f027-ae42-4ad2-bb2c-f490138ae05c · outbound
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
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.
Observation 8353c5e8-e800-4b14-aa60-d2cfce0d5943 · outbound
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
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.
Observation 2801550d-5390-4340-b41b-2d2ae4274a56 · outbound
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
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.
Observation 37547e7f-e6f9-4c1c-9fd2-e06ea8191ffe · outbound
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
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.
Observation 56820b4e-df6f-4f93-8798-c5b7de0e29a8 · outbound
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
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.
Observation 60a2d452-2087-46ff-b961-e1ceb383fcaa · outbound
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
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.
Observation 86aea226-87b0-4441-aec7-d59223199055 · outbound
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
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.
Observation 145e1d0e-e8a5-49c3-a558-33632c620fe6 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce5b7db0-05c1-4896-84be-121506de12d8 · outbound
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
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.
Observation 68115a34-310b-418c-b03f-4fdef5ca1d89 · outbound
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
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.
Observation 9a5da9d5-9137-4df4-9d9f-c36a8ff6e000 · outbound
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
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.
Observation 0897494a-cdb4-4b10-a630-a38ad708f5b8 · outbound
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
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.
Observation d3300829-f10c-4ece-9f12-b81f3d20cc08 · outbound
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
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.
Observation 4a9cfaae-9187-4830-a8a6-b0ccb4c0a359 · outbound
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
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.
Observation 8e1a8b88-864e-429c-8b67-7545e97eb174 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26bf9e41-216a-43ab-b65c-a782030a8bbf · outbound
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
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.
Observation 2c32f39f-b14c-4fa4-a654-71c8704ab6f4 · outbound
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
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.
Observation 7a209069-7278-459d-9004-a7fbf5517e54 · outbound
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
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.
Observation 49676d08-784f-45e4-b7cb-55f9c279718e · outbound
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
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.
Observation 64923344-22f1-4ea6-9b44-856ec7284349 · outbound
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
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.
Observation 94b216c1-3b5f-4cab-aa99-e11b57c8206e · outbound
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
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.
Observation 294adee9-2ac8-4376-92e0-dbe4dbb512fa · outbound
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
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.
Observation dcd5796c-0474-4679-acd9-8a4ef071b31e · outbound
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
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.
Observation f3e2a5b2-7df8-4d3f-bd97-789bccd263af · outbound
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
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.
Observation c1b1ebc5-38b0-4175-87cb-2d9ac6620ee4 · outbound
BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Nearest neighbor pattern classification,
Reference 26
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.
Observation cce48344-cfd5-4265-9559-bb7965a9c46d · outbound
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
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.
Observation 159ccb38-870c-4500-9435-218ea6e8f91f · outbound
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
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.
Observation d3273ac3-6a7a-4396-93be-2f97e22b9210 · outbound
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
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.
Observation b5d8502b-97b5-441a-83bd-6868fca79ea1 · outbound
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
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.
Observation 35b8c957-f342-4e64-b6a6-e272b0736032 · outbound
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
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.
Observation 86cf2a98-1a2e-4eca-8d1c-83c043e98091 · outbound
BS-1-to-N: Diffusion-Based Environment-Aware Cross-BS Channel Knowledge Map Generation for Cell-Free Networks Classifier-Free Diffusion Guidance
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d69086c2-1f95-47ea-a45d-05107859c48d · outbound
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
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.
Observation dd8ab601-e158-4ab3-af19-396a3b2789b6 · outbound
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
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.
Observation 5e8f0829-6dbb-4509-874c-c871d546b8b6 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5dbae542-bbc6-4efa-9a9a-c7af9ac7686b · outbound
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
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.
Observation 3053a158-88ba-4076-8046-273fccb234d9 · outbound
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
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.
Observation 23b3c54b-19dd-48ba-a318-a9294dfa3c11 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8cc5678f-87b6-4077-8755-d6367ac17492 · outbound
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
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.
Observation 5a357433-dd4f-43ed-847f-19962f1675c3 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 066df7e7-6cf3-4f18-bb79-046dcfd7c74a · inbound
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
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.
Observation af6663db-1ba7-42f2-a4f8-ca11dda579db · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.