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Paper Citation Record · LEDGER

Diff-GO: Diffusion Goal-Oriented Communications to Achieve Ultra-High Spectrum Efficiency

As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2312.02984.

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

pith.paper-citation-record.v1
2312.02984 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 2026-08-13T06:32:02.005865+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:06:23.448206Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T22:41:50.735602Z

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 a88c2b2d-e396-49d9-a12c-5283ad5dbaeb · inbound

LaMI-GO: Latent Mixture Integration for Goal-Oriented Communications Achieving High Spectrum Efficiency cites this paper.

LaMI-GO: Latent Mixture Integration for Goal-Oriented Communications Achieving High Spectrum Efficiency Diff-GO: Diffusion Goal-Oriented Communications to Achieve Ultra-High Spectrum Efficiency

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-11T13:06:23.448206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:06:23.448206Z digest=sha256:f1458d1403b1b0150d46b9057c902a1363f296880b94895552460ac5574bc37e

Observation a1f76a20-1e54-450b-82de-44d54a6ee745 · inbound

Semantics-Guided Diffusion for Deep Joint Source-Channel Coding in Wireless Image Transmission cites this paper.

Semantics-Guided Diffusion for Deep Joint Source-Channel Coding in Wireless Image Transmission Diff-GO: Diffusion Goal-Oriented Communications to Achieve Ultra-High Spectrum Efficiency

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-08-10T22:41:50.740517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T22:41:50.412019Z digest=sha256:f4ca6e305f7e724ba5e6c5892615a2e935f127a3f7a86d47344b0d2eaf97728d