Paper Citation Record · LEDGER

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction

As of 20 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 6 inbound Pith citation observations for arXiv:2504.14298.

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

pith.paper-citation-record.v1
2504.14298 v3

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:57:20.035559Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:19:34.792142Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T23:37:27.217657Z

Reference resolution

32 of 32 outbound references displayed

verified exact0
verified fuzzy20
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a20bfb03-b6a8-4568-8c0e-4448a1cc91f9 · outbound

This paper cites 6G omni-scenario on-demand services provisioning: vision, technology and prospect(in chinese),.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction 6G omni-scenario on-demand services provisioning: vision, technology and prospect(in chinese),

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.606529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7da6733a-8fe4-45cd-9d5b-1e40f28f004b · outbound

This paper cites Toward immersive communications in 6G,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Toward immersive communications in 6G,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.591108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 75c102e7-f610-46eb-bb9a-81103e6d0168 · outbound

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

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction A tutorial on environment-aware communications via channel knowledge map for 6G,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.576601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation accb3d0e-53e9-4dc5-862d-9faa188a729c · outbound

This paper cites Adversarial deep learning for indoor localization with channel state information tensors,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Adversarial deep learning for indoor localization with channel state information tensors,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.560596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4da43b2b-ff14-4a3f-8447-d75931b32d09 · outbound

This paper cites What should 6G be?.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction What should 6G be?

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T11:57:19.905388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9635bde5-abd3-49c9-9f0b-2ce00a48bcc0 · outbound

This paper cites Sensing-enhanced channel estimation for near-field xl-mimo systems,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Sensing-enhanced channel estimation for near-field xl-mimo systems,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.535975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3c4e7501-1d43-42c1-bbeb-9d316ac90d59 · outbound

This paper cites Space/aerial-assisted computing offloading for IoT applications: A learning-based approach,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Space/aerial-assisted computing offloading for IoT applications: A learning-based approach,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.521295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a4776420-64f1-4902-8e28-32065f8514ae · outbound

This paper cites Joint flying relay location and routing optimization for 6G UA V–IoT networks: A graph neural network-based approach,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Joint flying relay location and routing optimization for 6G UA V–IoT networks: A graph neural network-based approach,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.505912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c4210f91-2748-4061-a47b-50ead19c022b · outbound

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

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction RadioUNet: Fast radio map estimation with convolutional neural networks,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T11:57:19.925329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9522b7b9-3081-453d-abaf-a6d1ca05acde · outbound

This paper cites RadioNet: Robust deep-learning based radio fingerprinting,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction RadioNet: Robust deep-learning based radio fingerprinting,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.479986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8dbae978-043d-42b3-9a0e-216350393ec3 · outbound

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

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Radiodiff: An effective generative diffusion model for sampling-free dynamic radio map construction,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.464495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3a83cb5e-c581-45cf-a51d-77a131df0b0b · outbound

This paper cites Radiodiff- k2: Helmholtz equation informed generative diffu- sion model for multi-path aware radio map construction,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Radiodiff- k2: Helmholtz equation informed generative diffu- sion model for multi-path aware radio map construction,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T11:57:19.939105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edec01bd-6e78-4fc4-a06c-a7369c7c71a8 · outbound

This paper cites Nearest neighbor pattern classification,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Nearest neighbor pattern classification,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T11:57:19.943673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7f8d44c-5c44-4e1d-a8bd-dbfba68c83ba · outbound

This paper cites Local polynomial regression estimators in survey sampling,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Local polynomial regression estimators in survey sampling,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.436555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d6caa023-2bcf-4aa4-89c2-b7825070a96b · outbound

This paper cites Antenna theory: A review,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Antenna theory: A review,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.420225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ee9f8e03-9d6b-4b32-843d-09077b5ced52 · outbound

This paper cites Bondeson, T.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Bondeson, T

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.401417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9d58b937-bcef-424f-869f-fb71df5d4f47 · outbound

This paper cites MIMO channel estimation method using ray-tracing propagation model,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction MIMO channel estimation method using ray-tracing propagation model,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.386384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 936702eb-e1a5-4afd-92cc-6345fa68877d · outbound

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

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction RME-GAN: a learning framework for radio map estimation based on conditional generative adversarial network,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.370756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0624523a-8794-401e-bc63-15f3cb7b1fff · outbound

This paper cites Fast and accurate cooperative radio map estimation enabled by gan,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Fast and accurate cooperative radio map estimation enabled by gan,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.354664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7b0ad2d1-841e-493d-a700-5e4b9bd61b21 · outbound

This paper cites Tfsemantic: A time–frequency semantic gan framework for imbalanced classification using radio signals,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Tfsemantic: A time–frequency semantic gan framework for imbalanced classification using radio signals,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.338086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a096d969-4831-4df1-9dc1-840efaaa2560 · outbound

This paper cites Radiomap inpainting for restricted areas based on propagation priority and depth map,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Radiomap inpainting for restricted areas based on propagation priority and depth map,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T11:57:19.982150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d6ee1ec-11b9-43c3-8af4-51929d9fd9b1 · outbound

This paper cites Wireless systems and interference avoidance,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Wireless systems and interference avoidance,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.310145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e0165822-bb36-4f4c-a9e4-c14652a162f7 · outbound

This paper cites Maploc: Lstm-based location estimation using uncertainty radio maps,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Maploc: Lstm-based location estimation using uncertainty radio maps,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.294529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4e550d7a-809f-4ae2-8b94-3e7499c05210 · outbound

This paper cites A survey on fundamental limits of integrated sensing and communication,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction A survey on fundamental limits of integrated sensing and communication,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T11:57:19.995784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b460c986-f462-4cb8-96d2-d44a613bfdbf · outbound

This paper cites an unresolved cited work.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T11:57:20.000680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59d27218-1d91-4a30-a165-29550ceb3043 · outbound

This paper cites Denoising diffusion probabilistic models,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Denoising diffusion probabilistic models,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T11:57:20.005486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40c58b1f-f1ef-461f-9986-67311c556451 · outbound

This paper cites Score-Based Generative Modeling through Stochastic Differential Equations.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Score-Based Generative Modeling through Stochastic Differential Equations

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T11:57:20.010124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61f3e32e-fac3-4400-9037-444333a8c578 · outbound

This paper cites Decoupled diffusion models: Simultaneous image to zero and zero to noise,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Decoupled diffusion models: Simultaneous image to zero and zero to noise,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T11:57:20.015105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a4f9645-20b7-4a3b-a414-92a58b547ddd · outbound

This paper cites Solving Inverse Problems in Medical Imaging with Score-Based Generative Models.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Solving Inverse Problems in Medical Imaging with Score-Based Generative Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T11:57:20.019562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1678275b-e388-487e-a100-43b7d846d797 · outbound

This paper cites Diffusion posterior sampling for linear inverse problem solving: A filtering perspective,.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Diffusion posterior sampling for linear inverse problem solving: A filtering perspective,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.238319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 39d415e3-b1de-4b89-809c-0d5af75746e4 · outbound

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

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction High- resolution image synthesis with latent diffusion models,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:57:20.222233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 924e58a4-3caf-4a7b-95d6-9673fa91c3ce · outbound

This paper cites Denoising Diffusion Implicit Models.

RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction Denoising Diffusion Implicit Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T11:57:20.035559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 635ba0d7-a11c-4c17-9b23-b645a1385c16 · inbound

Latent Diffusion Model Based Denoising Receiver for 6G Semantic Communication: From Stochastic Differential Theory to Application cites this paper.

Latent Diffusion Model Based Denoising Receiver for 6G Semantic Communication: From Stochastic Differential Theory to Application RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T10:19:34.792142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5f88eed-916d-4711-a164-0b809d5f217f · inbound

RadioDiff-3D: A 3D$\times$3D Radio Map Dataset and Generative Diffusion Based Benchmark for 6G Environment-Aware Communication cites this paper.

RadioDiff-3D: A 3D$\times$3D Radio Map Dataset and Generative Diffusion Based Benchmark for 6G Environment-Aware Communication RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T16:57:32.916883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9b3fd77-0f1b-46a3-87b2-ffc3059e2c19 · inbound

RadioDiff-Loc: Diffusion Model Enhanced Scattering Congnition for NLoS Localization with Sparse Radio Map Estimation cites this paper.

RadioDiff-Loc: Diffusion Model Enhanced Scattering Congnition for NLoS Localization with Sparse Radio Map Estimation RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T12:12:59.139967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2ed4538-2508-4079-ac7b-2feda772fa19 · 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 RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction

Reference 93

Resolution: verified exact; arxiv_id, observed 2026-05-15T09:25:21.889801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a23e0bbe-ac70-4a8a-8ad2-5079ecb0bcc7 · inbound

Invertible Diffusion for Low-Memory Channel Gain Map Construction in Wireless Communication Networks cites this paper.

Invertible Diffusion for Low-Memory Channel Gain Map Construction in Wireless Communication Networks RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:36:01.833005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 76fe59d2-6f3f-41df-8c40-98205e6b6be7 · inbound

RadioDiff-Inv2: Differentiable Diffusion Inversion under Location Drift from Sparse Noisy Measurements for Radio Map Estimation cites this paper.

RadioDiff-Inv2: Differentiable Diffusion Inversion under Location Drift from Sparse Noisy Measurements for Radio Map Estimation RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-02T23:37:27.219158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.