Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2504.17323.
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
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 2026-08-06T13:37:42.622222Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-30T05:34:20.030150Z
0 of 0 outbound references displayed
External citation measurements
No source-named external measurement is stored.
No outbound reference observations are available for this paper version.
Observation 507a6501-0efd-4750-a84c-0b30a27d0192 · inbound
You May Use the Same Channel Knowledge Map for Environment-Aware NLoS Sensing and Communication CKMDiff: A Generative Diffusion Model for CKM Construction via Inverse Problems with Learned Priors
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 8e1a8b88-864e-429c-8b67-7545e97eb174 · inbound
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 68a0c827-61b2-454b-9f0a-8c6d40380040 · inbound
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet CKMDiff: A Generative Diffusion Model for CKM Construction via Inverse Problems with Learned Priors
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb921094-025a-4074-8f5e-19d8bb13a08d · inbound
A Geometry Map-Based Site-Specific Propagation Channel Model for Urban Scenarios CKMDiff: A Generative Diffusion Model for CKM Construction via Inverse Problems with Learned Priors
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 24424745-3d5e-463c-9281-9a963f24b2af · inbound
CKM Beyond Channel Gain: Spatial Correlation Map Construction with Deep Learning CKMDiff: A Generative Diffusion Model for CKM Construction via Inverse Problems with Learned Priors
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 6574a6e4-baf4-451b-a88a-9c944771abf9 · inbound
Towards Intelligent Low-Altitude Wireless Network Deployment: Differentiable Channel Knowledge Map Construction and Trajectory Design CKMDiff: A Generative Diffusion Model for CKM Construction via Inverse Problems with Learned Priors
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 1315bef1-7e28-4464-9ff2-fc39922f2df5 · inbound
Active Learning for Channel Knowledge Map Construction via Bayesian Inference Diffusion Models CKMDiff: A Generative Diffusion Model for CKM Construction via Inverse Problems with Learned Priors
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 a2448248-b7cb-4989-b11c-1776a211c10e · inbound
Learning-Driven Channel Representation for Wireless Localization: From Channel Observations to Location Inference CKMDiff: A Generative Diffusion Model for CKM Construction via Inverse Problems with Learned Priors
Reference 146
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5d73fc4-0422-445f-8e05-97141b2dca31 · inbound
Construction and Dynamic Update of Channel Gain Maps via 3D Gaussian Splatting CKMDiff: A Generative Diffusion Model for CKM Construction via Inverse Problems with Learned Priors
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c8701b0-2f64-46c0-a96d-d6d4dcdc5faa · inbound
Where to Perform Channel Measurements for CKM Construction: A Random Field Theory Analysis CKMDiff: A Generative Diffusion Model for CKM Construction via Inverse Problems with Learned Priors
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.