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Paper Citation Record · LEDGER

Reinforcement Learning-powered Semantic Communication via Semantic Similarity

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2108.12121.

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

pith.paper-citation-record.v1
2108.12121 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T00:13:22.391955Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-24T12:24:27.453878Z

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 3fc508f2-0803-44e6-ae9d-539030986846 · inbound

Demo: Real-Time Semantic Communications with a Vision Transformer cites this paper.

Demo: Real-Time Semantic Communications with a Vision Transformer Reinforcement Learning-powered Semantic Communication via Semantic Similarity

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-24T12:24:27.458375Z

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.

source=arxiv_source observed=2026-05-24T12:23:55.986206Z digest=sha256:271738cd25be0eeed180c7726fdb27daba08cff5531ff2637d707920f6d79ecf

Observation b27a419f-8c39-4697-bfa6-c2a7de54940b · inbound

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels cites this paper.

Semantic Feature Division Multiple Access for Digital Semantic Broadcast Channels Reinforcement Learning-powered Semantic Communication via Semantic Similarity

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-09T00:13:22.391955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T00:13:22.391955Z digest=sha256:c830f1a6d7b38372fe6a9e7c7c82d9caf8fa6cef714d37c9919c84f2824694ad

Observation 850a7fdf-01e4-4366-ad92-6a9ced6bdce5 · inbound

Intention-Aware Semantic Agent Communications for AI Glasses cites this paper.

Intention-Aware Semantic Agent Communications for AI Glasses Reinforcement Learning-powered Semantic Communication via Semantic Similarity

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-11T21:26:17.562124Z

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.

source=pdf_text observed=2026-05-08T05:33:30.627127Z digest=sha256:562cc30999f8920df4a92a3c452a94e7306d62ad079657b09bc58603265ce205