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Paper Citation Record · LEDGER

Multivariate Wireless Link Quality Prediction Based on Pre-trained Large Language Models

As of 22 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2501.11247.

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

pith.paper-citation-record.v1
2501.11247 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T18:32:33.276442Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

12 of 12 outbound references displayed

  • verified exact0
  • verified fuzzy8
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 26110386-b18e-4ad5-9f09-ccff62754f36 · outbound

This paper cites Machine Learning for Wireless Link Quality Estimation: A Survey,.

Multivariate Wireless Link Quality Prediction Based on Pre-trained Large Language Models Machine Learning for Wireless Link Quality Estimation: A Survey,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:32:33.484856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T18:32:33.225230Z digest=sha256:fb179bca7067af615d89954b6d8104fa57d03dedca7d0b39e87ee66febaf9de1

Observation 0582f62d-2fc0-4016-8203-6953b2fe8201 · outbound

This paper cites Long-term application-level wireless link quality prediction,.

Multivariate Wireless Link Quality Prediction Based on Pre-trained Large Language Models Long-term application-level wireless link quality prediction,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:32:33.470273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T18:32:33.230265Z digest=sha256:f78aac50c9b80746c52f81442267e1930673dc35fefc83121fda7b265c1705fa

Observation 402b75b5-225b-4bbb-83ca-328facd3d6a1 · outbound

This paper cites Point Cloud- Based Proactive Link Quality Prediction for Millimeter-Wave Commu- nications,.

Multivariate Wireless Link Quality Prediction Based on Pre-trained Large Language Models Point Cloud- Based Proactive Link Quality Prediction for Millimeter-Wave Commu- nications,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:32:33.456641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T18:32:33.235007Z digest=sha256:8a38bd91b1aa3122e89e95e8ecc9cbfd5bab874b2857fc7b69622a95311fdcba

Observation 82fbf954-9e49-44be-beff-bcd16a7e9dcf · outbound

This paper cites Wireless link quality prediction based on temporal convolutional networks and self-attention fusion,.

Multivariate Wireless Link Quality Prediction Based on Pre-trained Large Language Models Wireless link quality prediction based on temporal convolutional networks and self-attention fusion,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:32:33.439704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T18:32:33.240262Z digest=sha256:441d5f49b57fe2bc1f9799318eb79b77332f287d1c62906f54909b4abef54b55

Observation 4e19ec5e-9aca-4496-842f-9204ff6dbd0d · outbound

This paper cites A Survey of Large Language Models.

Multivariate Wireless Link Quality Prediction Based on Pre-trained Large Language Models A Survey of Large Language Models

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-10T18:32:33.245548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:32:33.245548Z digest=sha256:2d98b7f765f8a546bfad3dc54bfde621dc8fec02eea7973a8862e0d371667334

Observation 4ff535b7-13e0-4f5d-bcab-c6198e725adc · outbound

This paper cites One fits all: Power general time series analysis by pretrained lm,.

Multivariate Wireless Link Quality Prediction Based on Pre-trained Large Language Models One fits all: Power general time series analysis by pretrained lm,

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-10T18:32:33.250138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:32:33.250138Z digest=sha256:39ec991b798fe4064c1feb80315956d755587f4a50672b12207d06613fb927ea

Observation 6807d1a6-c24f-47ee-9fb1-ebf260878d16 · outbound

This paper cites Time-LLM: Time Series Forecasting by Reprogramming Large Language Models,.

Multivariate Wireless Link Quality Prediction Based on Pre-trained Large Language Models Time-LLM: Time Series Forecasting by Reprogramming Large Language Models,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:32:33.410294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T18:32:33.255560Z digest=sha256:da49bf2457905f168fce032a2ee7c5cfe5fa77702b69152cf33dffe7c242947f

Observation f157231a-ab4d-43a4-b069-e2ae989c7dd3 · outbound

This paper cites Large Language Model (LLM) for Telecommunications: A Comprehensive Survey on Principles, Key Techniques, and Opportunities,.

Multivariate Wireless Link Quality Prediction Based on Pre-trained Large Language Models Large Language Model (LLM) for Telecommunications: A Comprehensive Survey on Principles, Key Techniques, and Opportunities,

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-10T18:32:33.260086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:32:33.260086Z digest=sha256:26721dd57a9051a1319fefb03698566af279a1e86a8805a4618d6f483d95ba13

Observation 280140df-2453-4ddd-9d62-14b3942744cf · outbound

This paper cites MultiCast: Zero- Shot Multivariate Time Series Forecasting Using LLMs,.

Multivariate Wireless Link Quality Prediction Based on Pre-trained Large Language Models MultiCast: Zero- Shot Multivariate Time Series Forecasting Using LLMs,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:32:33.384197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T18:32:33.264744Z digest=sha256:18fe08eef3be8e497e5cdb01fe82861566cfaf88177e98a89d4d35f0ee8b983f

Observation e13be00d-8253-48cf-8a0e-e11cf6f9a3b5 · outbound

This paper cites Using Pre-trained LLMs for Multivariate Time Series Forecasting.

Multivariate Wireless Link Quality Prediction Based on Pre-trained Large Language Models Using Pre-trained LLMs for Multivariate Time Series Forecasting

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-10T18:32:33.268395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:32:33.268395Z digest=sha256:744c499bf8db43f9ec9912fc0c47f29a9627f638891432c220b5aef45d5197c6

Observation 9ae30e8c-c30e-475a-ba4d-b5e37d246c20 · outbound

This paper cites Large Language Model (LLM)-enabled Graphs in Dynamic Networking,.

Multivariate Wireless Link Quality Prediction Based on Pre-trained Large Language Models Large Language Model (LLM)-enabled Graphs in Dynamic Networking,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:32:33.368448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T18:32:33.272684Z digest=sha256:4a2a17235014cf59ff0aeaba141688f35fd99c308ea4413d1e27187ac5d149b3

Observation e159c367-b68c-4f0a-a5f0-aeb61b6cea8e · outbound

This paper cites Vehicular Crowdsensing Inference and Prediction With Multi Training Graph Transformer Networks,.

Multivariate Wireless Link Quality Prediction Based on Pre-trained Large Language Models Vehicular Crowdsensing Inference and Prediction With Multi Training Graph Transformer Networks,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:32:33.355372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T18:32:33.276442Z digest=sha256:d6aa789a3c1cbf0eb7adca7078701aa65a93808ba35759f6091927bc1467d1b8

Pith citing papers

No inbound Pith citation observations are available.