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Paper Citation Record · LEDGER

Wireless Environment Information Sensing, Feature, Semantic, and Knowledge: Four Steps Towards 6G AI-Enabled Air Interface

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2409.19331.

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

pith.paper-citation-record.v1
2409.19331 v1

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 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:17:37.060927Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T13:57:22.837396Z

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 c5fbfb78-73a4-4049-bf5f-dd16c4c8af97 · inbound

Multi-Modal Large Models Based Beam Prediction: An Example Empowered by DeepSeek cites this paper.

Multi-Modal Large Models Based Beam Prediction: An Example Empowered by DeepSeek Wireless Environment Information Sensing, Feature, Semantic, and Knowledge: Four Steps Towards 6G AI-Enabled Air Interface

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T10:17:37.060927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:17:37.060927Z digest=sha256:e4c93e5629a6adb760e16df03876bdd7f81e2d020c6cd4b477cfdfd150d08630

Observation cc7efafb-67ef-4928-bf9d-3bf13a800845 · inbound

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application cites this paper.

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Wireless Environment Information Sensing, Feature, Semantic, and Knowledge: Four Steps Towards 6G AI-Enabled Air Interface

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-08-06T13:57:22.900679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:57:21.880416Z digest=sha256:74524607dac52b62a5dea1d82b0fbdd8ee32d980b94cd00dfecce2468e28edb3