Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-10T01:14:26.651640Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2607.08045.
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 2026-07-10T01:14:26.651640Z
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
A source-named dated measurement, never combined with another source.
Source: cited_works
46 of 46 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f4392a32-f428-4b31-bac2-33834b1efcd4 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization 6G omni-scenario on-demand services provisioning: vision, technology and prospect(in chinese),
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 9460a57c-07ac-47ba-8917-88b19723efe2 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization 5g channel model for bands up to 100 ghz,
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 35e7ae34-05b2-4457-adc9-acd6bbbbbd5e · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization RadioNet: Robust deep-learning based radio fingerprinting,
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 a366ead9-520d-4251-968d-5c520c6c3877 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Generative ai on spectrumnet: An open benchmark of multiband 3d radio maps,
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 bac01a66-a150-4ee4-b9ff-f8bacc53dc26 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Generative ai for deep reinforcement learning: Framework, analysis, and use cases,
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 7a70138a-078f-4723-b526-949cc49bfce4 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization RadioUNet: Fast radio map estimation with convolutional neural networks,
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 f178bd0c-53c3-4280-b0fa-040fd3ff701c · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Radiodiff: An effective generative diffusion model for sampling-free dynamic radio map construction,
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 d2430f45-cb05-4552-9c0a-4518a903e7f1 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization U-net: Convolutional networks for biomedical image segmentation
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 d87f82a1-177f-4963-9201-4fafbad7520b · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization RME-GAN: A learning framework for radio map estimation based on conditional generative adversarial network,
Reference 9
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 66be71ee-4097-4b8c-9e68-c1060dbb7f54 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Generative adversarial networks: An overview,
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 26a07804-8a31-4f17-9546-20e57d2a9d9b · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Radiodiff-k2: Helmholtz equation informed generative diffusion model for multi-path aware radio map construction
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 787885de-bdac-419b-a09d-b1ae1bf1cb61 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization The perception-distortion tradeoff
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 61d94211-a9e7-4509-b0b8-0cf4dcbe115d · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Flow matching for generative modeling
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 bbe20095-78a0-493a-bdee-8ef4d8b8ec31 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Flow straight and fast: Learning to generate and transfer data with rectified flow
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 7ca0dde0-bca6-4018-b209-2fe7d8ea9554 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Scalable diffusion models with transformers,
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 bc896a90-a8b5-44c1-8517-23187f3fd59e · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Locunet: Fast urban positioning using radio maps and deep learning,
Reference 16
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 de4d3f0e-26e9-471f-800f-2cfaae9ffee8 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Indoor radio map construction and localization with deep gaussian processes,
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 bea35f3b-2812-40a3-9824-4a62a1328b0f · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Toward environment-aware 6G communications via channel knowledge map
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 3f9b8611-9f77-4ec3-ac13-a0ee7df65c9a · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization A Tutorial on Learning-Based Radio Map Construction: Data, Paradigms, and Physics-Awareness
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 f5f48e6d-c755-49a9-a183-745389d56862 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Radiodiff-inverse: Diffusion enhanced bayesian inverse estimation for isac radio map construction,
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 4a479dc9-4fe6-40be-aa9c-84e30ee6b2fd · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization iRadioDiff: Physics-informed diffusion model for indoor radio map construction and localization,
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 426fa800-0add-4e7a-8ad5-bbcf14ff8665 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization RadioDiff-FS: Physics-informed manifold alignment in few-shot diffusion models for high-fidelity radio map construction,
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 e13e2578-09f8-47a3-adb2-a925e7aaf30a · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization RadioDiff-flux: Efficient radio map construction via generative denoise diffusion model trajectory midpoint reuse,
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 431841a4-7685-43f1-ac09-7baa13e7998d · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Radiogat: A joint model-based and data-driven framework for multi-band radiomap reconstruction via graph attention networks,
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 811ce76c-eb56-4e77-92bc-13fae4d505e7 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Radio Map Estimation -- An Open Dataset with Directive Transmitter Antennas and Initial Experiments
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 020dcd95-394b-4696-bcd9-c0c21a4d91b2 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Ckmimagenet: A comprehensive dataset to enable channel knowledge map construction via computer vision,
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 1f474436-43d3-4b82-a1bd-cbbc487fa1f0 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization RadioDiff-3D: A 3D×3D radio map dataset and generative diffusion based benchmark for 6G environment-aware communication
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 2ff3b298-714f-40d7-ba7f-565e8b57c37a · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Denoising diffusion probabilistic models,
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 cdf4dade-bf11-400a-bea5-ef2bc1d31725 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Denoising diffusion implicit models,
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 faa3ac0b-d070-4208-b977-4f108c38910d · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Score-based generative modeling through stochastic differ- ential equations
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 d3199f05-cf68-41a0-a5ac-0206e3596723 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization High-resolution image synthesis with latent 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 db8bf888-eebe-42a3-8a2d-298ebdd6ef3c · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Glide: Towards photorealistic image gener- ation and editing with text-guided diffusion models,
Reference 32
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 537dbbca-6d61-483f-a81b-0a01e63c796a · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Simultaneous Image-to-Zero and Zero-to-Noise: Diffusion Models with Analytical Image Attenuation
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 4b34a493-95a3-46d5-b650-1b1044a68ad5 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Attention is all you need,
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 2eeabd35-bb26-465a-96fe-78ff01de5ddc · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Diffusion models in vision: A survey,
Reference 35
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 e12fc75b-1728-4a82-8fcc-77bfbe8c8093 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Exploiting radio fingerprints for simultaneous localization and mapping,
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 7d44bc57-7f1f-48e0-81bd-f599c8a9b2b9 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses
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 cf9393fb-5f1c-4931-b6c3-7268b15080ca · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Electromagnetic scattering laws in weyl systems,
Reference 38
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 913d1f66-ece3-4e9f-b2c8-cc44490456be · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Ray techniques in electromagnetics
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 16c46060-c3fe-4c0f-b7aa-cc41b733a3a6 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Map2APS: A Physically Grounded Benchmark for Direct Angle Power Spectrum Prediction from Urban Geometry
Reference 40
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 e202b8a8-1eb8-4bdb-8bf9-9f602b8ba70f · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization DeepMIMO: A Generic Deep Learning Dataset for Millimeter Wave and Massive MIMO Applications
Reference 41
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 11f4fc36-8c6b-4ed8-b465-72e5159da4de · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Dominant path prediction model for urban scenarios,
Reference 42
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 8a422d39-440f-4a51-968e-1426e2eb8a4e · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Classifier-free diffusion guidance
Reference 43
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 58da5ee8-7586-46a2-8d01-6b996a044159 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Computational optimal transport: With appli- cations to data science,
Reference 44
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 e0d62c03-aa67-4171-8da9-6768c31d736c · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Digital mobile radio towards future gen- eration systems—COST action 231 final report,
Reference 45
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 f29a6ddc-e70a-430f-a708-93d8d9e75719 · outbound
RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Image quality assessment: from error visibility to structural similarity,
Reference 46
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.
No inbound Pith citation observations are available.