Pith. sign in

Paper Citation Record · LEDGER

Generative vs. Predictive Models in Massive MIMO Channel Prediction

As of 13 August 2026, this Paper Citation Record lists 9 of 9 outbound references and 0 inbound Pith citation observations for arXiv:2411.16971.

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

pith.paper-citation-record.v1
2411.16971 v1

Coverage vector

measured 9 of 9 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T12:44:07.176731Z

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

9 of 9 outbound references displayed

  • verified exact0
  • verified fuzzy2
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b68f5728-59ca-45f0-82e2-398376fa8ecc · outbound

This paper cites write newline.

Generative vs. Predictive Models in Massive MIMO Channel Prediction write newline

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-12T12:44:07.144382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:44:07.144382Z digest=sha256:0ca87edd654367e93ada6e6e813423540c5d1be127f688205c25d4a2464e424d

Observation e256dff3-b35c-44e6-9caf-cec6ea2f48ae · outbound

This paper cites International Conference on Mobile Computing and Networking , New York, NY, USA, 2021, p.

Generative vs. Predictive Models in Massive MIMO Channel Prediction International Conference on Mobile Computing and Networking , New York, NY, USA, 2021, p

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-12T12:44:07.149226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:44:07.149226Z digest=sha256:3dc553a035865a145efd7ad6acac5abf742de067d7bf8233d365e258313d8e42

Observation 19243c5a-fd6b-4658-97dc-2f1b9ae829f4 · outbound

This paper cites an unresolved cited work.

Generative vs. Predictive Models in Massive MIMO Channel Prediction Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:44:07.430862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T12:44:07.153134Z digest=sha256:53b2bbfa700cfebb440cc22c2691489398b939777e4737b80a4a3d9f7773d31e

Observation 4e5149d4-e020-4186-931c-f0da7e4ad9bc · outbound

This paper cites 1465--1470.

Generative vs. Predictive Models in Massive MIMO Channel Prediction 1465--1470

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:44:07.420095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T12:44:07.157373Z digest=sha256:d75b629032e932279355d9a11fc395210adb25a6e9eb17e43574f53ee646c10d

Observation 4718dc66-3dcf-4a26-9ff0-c88e3e791c8c · outbound

This paper cites Neural Discrete Representation Learning.

Generative vs. Predictive Models in Massive MIMO Channel Prediction Neural Discrete Representation Learning

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-12T12:44:07.161012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:44:07.161012Z digest=sha256:d217af36fa5bc13fd57c809ecfb6c5ed0d34833b73bd0bfede9745f4ae5ec7b1

Observation 6622b099-c229-4d08-8b52-c1a2bd96cda3 · outbound

This paper cites an unresolved cited work.

Generative vs. Predictive Models in Massive MIMO Channel Prediction Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-12T12:44:07.165191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:44:07.165191Z digest=sha256:05b2a11e24a46a5a18c9fd252e896675351adf76308ec7b7acb21995cb9d1f64

Observation 9ad897f6-4945-44ea-ae4e-75a74e26d73a · outbound

This paper cites Kingma and Max Welling, ``An introduction to variational autoencoders,'' Foundations and Trends in Machine Learning , vol.

Generative vs. Predictive Models in Massive MIMO Channel Prediction Kingma and Max Welling, ``An introduction to variational autoencoders,'' Foundations and Trends in Machine Learning , vol

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:44:07.397766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T12:44:07.169085Z digest=sha256:353f8e681fad0af819c196a1e79d38e2785b8ca828e2e21b0a423ea3bdaa304d

Observation 0330f846-a110-46ef-a916-6c1fe6aec026 · outbound

This paper cites an unresolved cited work.

Generative vs. Predictive Models in Massive MIMO Channel Prediction Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:44:07.384988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T12:44:07.173044Z digest=sha256:4fefdcb03e12dc03044c8421fa87bf4cf3f69aaea5b99b4df7646b27b9125b1f

Observation ed6fd88f-1128-478c-9937-7d28ec7ac0b8 · outbound

This paper cites Denoising Diffusion Probabilistic Models.

Generative vs. Predictive Models in Massive MIMO Channel Prediction Denoising Diffusion Probabilistic Models

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-12T12:44:07.176731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T12:44:07.176731Z digest=sha256:d7ff58e06852ecd8218f3d65365fca923c8b405a07c5760b3cd9e2e87d74e441

Pith citing papers

No inbound Pith citation observations are available.