Paper Citation Record · LEDGER

Conditional Denoising Diffusion for ISAC Enhanced Channel Estimation in Cell-Free 6G

As of 8 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2506.06942.

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

pith.paper-citation-record.v1
2506.06942 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:52:25.723439Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

16 of 16 outbound references displayed

verified exact0
verified fuzzy11
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d5925dce-9173-4e47-9637-32e0cdf7f733 · outbound

This paper cites Integrated sensing and communi- cation signals toward 5G-A and 6G: A survey,.

Conditional Denoising Diffusion for ISAC Enhanced Channel Estimation in Cell-Free 6G Integrated sensing and communi- cation signals toward 5G-A and 6G: A survey,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:26.056744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 31811ae7-8a41-48de-bcbf-af527f59c74e · outbound

This paper cites A survey on user-centric cell-free massive MIMO systems,.

Conditional Denoising Diffusion for ISAC Enhanced Channel Estimation in Cell-Free 6G A survey on user-centric cell-free massive MIMO systems,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:26.036702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f79e6f06-2dce-443f-93fb-2c468d8ae1dd · outbound

This paper cites Cell-Free Integrated Sensing and Communication: Principles, Advances, and Future Directions.

Conditional Denoising Diffusion for ISAC Enhanced Channel Estimation in Cell-Free 6G Cell-Free Integrated Sensing and Communication: Principles, Advances, and Future Directions

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T05:52:25.655155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0b876ac-0304-427a-8645-378552cea129 · outbound

This paper cites Cell-free ISAC MIMO systems: Joint sensing and communication beamforming,.

Conditional Denoising Diffusion for ISAC Enhanced Channel Estimation in Cell-Free 6G Cell-free ISAC MIMO systems: Joint sensing and communication beamforming,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:26.007664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6e32f039-38fe-440a-8c24-b1c995160149 · outbound

This paper cites Power allocation for joint communication and sensing in cell- free massive MIMO,.

Conditional Denoising Diffusion for ISAC Enhanced Channel Estimation in Cell-Free 6G Power allocation for joint communication and sensing in cell- free massive MIMO,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:25.981596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3a2ed89e-d504-4add-93fb-bc210c0a4629 · outbound

This paper cites Generative AI for integrated sensing and communication: Insights from the physical layer per- spective,.

Conditional Denoising Diffusion for ISAC Enhanced Channel Estimation in Cell-Free 6G Generative AI for integrated sensing and communication: Insights from the physical layer per- spective,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:25.962619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation aa92cefb-bf98-425e-a7d6-83e37c734eb7 · outbound

This paper cites Generative AI Empowered LiDAR Point Cloud Gener- ation with Multimodal Transformer,.

Conditional Denoising Diffusion for ISAC Enhanced Channel Estimation in Cell-Free 6G Generative AI Empowered LiDAR Point Cloud Gener- ation with Multimodal Transformer,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:25.944552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 314f7ae4-329b-4cfb-916b-0a217ca5eab3 · outbound

This paper cites Generative AI-enabled Blockage Prediction for Robust Dual-Band mmWave Communication.

Conditional Denoising Diffusion for ISAC Enhanced Channel Estimation in Cell-Free 6G Generative AI-enabled Blockage Prediction for Robust Dual-Band mmWave Communication

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T05:52:25.681702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc1a52f0-4bc7-43e0-8caf-9435b5f67186 · outbound

This paper cites Palette: Image-to-image diffusion models,.

Conditional Denoising Diffusion for ISAC Enhanced Channel Estimation in Cell-Free 6G Palette: Image-to-image diffusion models,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T05:52:25.687577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b22578d-bbdb-4041-b9ce-5d2eedc99ee9 · outbound

This paper cites A denoising diffusion probabilistic model-based digital twinning of ISAC MIMO channel,.

Conditional Denoising Diffusion for ISAC Enhanced Channel Estimation in Cell-Free 6G A denoising diffusion probabilistic model-based digital twinning of ISAC MIMO channel,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:25.912716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ca177290-2eb4-4f50-90e2-2f12f6b11ac8 · outbound

This paper cites Generative AI Enabled Robust Data Augmentation for Wireless Sensing in ISAC Networks.

Conditional Denoising Diffusion for ISAC Enhanced Channel Estimation in Cell-Free 6G Generative AI Enabled Robust Data Augmentation for Wireless Sensing in ISAC Networks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T05:52:25.697259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a820ee8-8b57-4d18-b999-0a6b18f739ce · outbound

This paper cites Brownian Bridge-Based Diffusion Channel Denoising for ISAC Massive MIMO Systems,.

Conditional Denoising Diffusion for ISAC Enhanced Channel Estimation in Cell-Free 6G Brownian Bridge-Based Diffusion Channel Denoising for ISAC Massive MIMO Systems,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:25.895876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 85db809b-03c6-412b-8b99-1d7dfe7cb3bf · outbound

This paper cites Denoising Diffusion Model-Based Channel Estimation in IRS-Assisted ISAC Systems,.

Conditional Denoising Diffusion for ISAC Enhanced Channel Estimation in Cell-Free 6G Denoising Diffusion Model-Based Channel Estimation in IRS-Assisted ISAC Systems,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:25.876864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 445e0a12-561b-466a-ba9f-ce42093ee043 · outbound

This paper cites Principles of modern radar,.

Conditional Denoising Diffusion for ISAC Enhanced Channel Estimation in Cell-Free 6G Principles of modern radar,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:25.858606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fb184c44-e11c-4135-92fa-6f7d1d20214b · outbound

This paper cites Classifier-Free Diffusion Guidance.

Conditional Denoising Diffusion for ISAC Enhanced Channel Estimation in Cell-Free 6G Classifier-Free Diffusion Guidance

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T05:52:25.717525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16d8e4fe-ed49-4e4d-a58d-2e098d26083e · outbound

This paper cites Study on channel model for frequencies from 0.5 to 100 GHz,.

Conditional Denoising Diffusion for ISAC Enhanced Channel Estimation in Cell-Free 6G Study on channel model for frequencies from 0.5 to 100 GHz,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:25.840692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

No inbound Pith citation observations are available.