Paper Citation Record · LEDGER

Machine Learning for Future Wireless Communications: Channel Prediction Perspectives

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2502.18196.

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

pith.paper-citation-record.v1
2502.18196 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T10:13:20.634051Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T16:23:39.708231Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 0f40f80d-6ae2-4869-8796-5074546ee662 · inbound

CSI Prediction Using Diffusion Models cites this paper.

CSI Prediction Using Diffusion Models Machine Learning for Future Wireless Communications: Channel Prediction Perspectives

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T10:13:20.634051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 566440eb-4c29-4fcb-a848-e678bdd8f47c · inbound

CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing cites this paper.

CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Machine Learning for Future Wireless Communications: Channel Prediction Perspectives

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T09:52:06.363251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95c9a08e-93e9-4c1f-b8ea-50313e73207b · inbound

Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks cites this paper.

Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Machine Learning for Future Wireless Communications: Channel Prediction Perspectives

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-06-29T16:23:39.710221Z

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 55cfdc95-42f2-4c4b-86a7-38c11ce5f569 · inbound

Efficient Channel Prediction based on Gram-Square-Root Factorization using GMMs cites this paper.

Efficient Channel Prediction based on Gram-Square-Root Factorization using GMMs Machine Learning for Future Wireless Communications: Channel Prediction Perspectives

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-30T15:47:54.519563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.