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Paper Citation Record · LEDGER

WiFo: Wireless Foundation Model for Channel Prediction

As of 4 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2412.08908.

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

pith.paper-citation-record.v1
2412.08908 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T05:09:07.754702Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T10:16:52.298515Z

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 ab87883c-f632-4f76-bf0e-80e507380ddf · inbound

Against the Monolithic Wireless World Model: Why NextG Needs Composable and Agentic Intelligence cites this paper.

Against the Monolithic Wireless World Model: Why NextG Needs Composable and Agentic Intelligence WiFo: Wireless Foundation Model for Channel Prediction

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-05-19T21:07:46.992383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-19T21:07:40.256977Z digest=sha256:d2a36acbd002face19ea69024121a328e3f7dcee3cf4e45af68bd783158c4ff1

Observation 54330537-5a72-4dd1-adaa-9c8af1c06313 · inbound

WiSER: A Wireless Scene Encoder for Geometry-Grounded Multi-View Wireless Prediction cites this paper.

WiSER: A Wireless Scene Encoder for Geometry-Grounded Multi-View Wireless Prediction WiFo: Wireless Foundation Model for Channel Prediction

Reference 15

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T10:16:52.300017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-28T05:09:07.754702Z digest=sha256:80424cc702d5bcd8405c5ea3a2c2803d7cb5ffdf5a725274d69b3532c25ab260