Paper Citation Record · LEDGER

Adaptive Plug-and-Play Channel Estimation with Consistency Models for MIMO Systems

As of 10 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2604.23595.

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

pith.paper-citation-record.v1
2604.23595 v2

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-01T09:31:11.727385Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

14 of 14 outbound references displayed

verified exact2
verified fuzzy12
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c67b7db7-5a44-4f63-ad52-4145fd6ecc3e · outbound

This paper cites An asymptotically MSE- optimal estimator based on gaussian mixture models.

Adaptive Plug-and-Play Channel Estimation with Consistency Models for MIMO Systems An asymptotically MSE- optimal estimator based on gaussian mixture models

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T11:42:21.137033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 18459275-7397-4922-aaac-1a369d9d679f · outbound

This paper cites Low-rank structured MMSE channel estimation with mixtures of factor analyzers.

Adaptive Plug-and-Play Channel Estimation with Consistency Models for MIMO Systems Low-rank structured MMSE channel estimation with mixtures of factor analyzers

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T11:42:21.129461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 373a93af-9673-4407-8b87-9843eac35443 · outbound

This paper cites High dimensional channel estimation using deep generative networks.

Adaptive Plug-and-Play Channel Estimation with Consistency Models for MIMO Systems High dimensional channel estimation using deep generative networks

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T11:42:21.126732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 655ef104-9e15-4cd7-bd65-3840c7bb57a6 · outbound

This paper cites Leveraging variational autoencoders for parameterized MMSE estimation.

Adaptive Plug-and-Play Channel Estimation with Consistency Models for MIMO Systems Leveraging variational autoencoders for parameterized MMSE estimation

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T11:42:21.134724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9004b5b7-74e6-4032-afa9-520dcb48ef4a · outbound

This paper cites MIMO channel estimation using score-based generative models.

Adaptive Plug-and-Play Channel Estimation with Consistency Models for MIMO Systems MIMO channel estimation using score-based generative models

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T11:42:21.138813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b38c2b49-fd41-4e15-9180-d129d059d70b · outbound

This paper cites Generative diffusion models for high dimensional channel estimation.

Adaptive Plug-and-Play Channel Estimation with Consistency Models for MIMO Systems Generative diffusion models for high dimensional channel estimation

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T11:42:21.131286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2f75139d-7f37-4eed-8ccd-3e9e883eab69 · outbound

This paper cites Diffusion- based generative prior for low-complexity MIMO channel estimation.

Adaptive Plug-and-Play Channel Estimation with Consistency Models for MIMO Systems Diffusion- based generative prior for low-complexity MIMO channel estimation

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T11:42:21.136659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cdc8d3a4-df44-4e08-a2d2-cd407713812b · outbound

This paper cites Diff- Pace: Diffusion-based plug-and-play augmented channel estimation in mmwave and terahertz ultra-massive MIMO systems.

Adaptive Plug-and-Play Channel Estimation with Consistency Models for MIMO Systems Diff- Pace: Diffusion-based plug-and-play augmented channel estimation in mmwave and terahertz ultra-massive MIMO systems

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T11:42:21.135213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2e843d89-a904-4788-949a-979569d53a1a · outbound

This paper cites Diffusion Posterior Sampling for General Noisy Inverse Problems.

Adaptive Plug-and-Play Channel Estimation with Consistency Models for MIMO Systems Diffusion Posterior Sampling for General Noisy Inverse Problems

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-07-01T09:35:39.226321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ec803d70-62cf-4ffb-8a25-03a82b63bf84 · outbound

This paper cites Consistency mod- els.

Adaptive Plug-and-Play Channel Estimation with Consistency Models for MIMO Systems Consistency mod- els

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T11:42:21.140761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a00901bd-10e6-4604-a0de-49c61321db4b · outbound

This paper cites Plug-and-play ADMM for image restoration: Fixed-point convergence and applications.

Adaptive Plug-and-Play Channel Estimation with Consistency Models for MIMO Systems Plug-and-play ADMM for image restoration: Fixed-point convergence and applications

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T11:42:21.142785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 706d99bf-89b7-4dca-8920-df069e53fe18 · outbound

This paper cites PnP-CM: Consistency Models as Plug-and-Play Priors for Inverse Problems.

Adaptive Plug-and-Play Channel Estimation with Consistency Models for MIMO Systems PnP-CM: Consistency Models as Plug-and-Play Priors for Inverse Problems

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-07-01T09:35:39.229590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 03e81469-45f6-4535-8c28-4234baa3f1aa · outbound

This paper cites 5G MIMO data for machine learning: Application to beam-selection using deep learning.

Adaptive Plug-and-Play Channel Estimation with Consistency Models for MIMO Systems 5G MIMO data for machine learning: Application to beam-selection using deep learning

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T11:42:21.140479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d4980a5e-46ff-4e31-8b8f-8218d6218113 · outbound

This paper cites Improved techniques for training consistency models.

Adaptive Plug-and-Play Channel Estimation with Consistency Models for MIMO Systems Improved techniques for training consistency models

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T11:42:21.127065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.