Paper Citation Record · LEDGER

Retrieval-augmented Generation for GenAI-enabled Semantic Communications

As of 12 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2412.19494.

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

pith.paper-citation-record.v1
2412.19494 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T00:20:31.788432Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

15 of 15 outbound references displayed

verified exact2
verified fuzzy11
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f60d7cfe-4945-49c5-964b-1e8e1702dcdb · outbound

This paper cites Beyond transmitting bits: Context, seman- tics, and task-oriented communications,.

Retrieval-augmented Generation for GenAI-enabled Semantic Communications Beyond transmitting bits: Context, seman- tics, and task-oriented communications,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:20:32.090020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3bd6631f-9efb-420b-a799-8c6fe597012a · outbound

This paper cites Semantic-aware sensing information transmis- sion for metaverse: A contest theoretic approach,.

Retrieval-augmented Generation for GenAI-enabled Semantic Communications Semantic-aware sensing information transmis- sion for metaverse: A contest theoretic approach,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:20:32.073084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4f891bbc-3612-443e-9a76-cc35d0e30aef · outbound

This paper cites Contrastive learning-based semantic communi- cations,.

Retrieval-augmented Generation for GenAI-enabled Semantic Communications Contrastive learning-based semantic communi- cations,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:20:32.054765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 087b2073-d927-49c7-a0a9-23c4786af073 · outbound

This paper cites Generative AI for Semantic Communication: Architecture, Challenges, and Outlook.

Retrieval-augmented Generation for GenAI-enabled Semantic Communications Generative AI for Semantic Communication: Architecture, Challenges, and Outlook

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-11T00:20:31.897986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a1cf4eea-868b-4bd0-bc6a-ca2c43f34f3e · outbound

This paper cites Generative joint source-channel coding for semantic image transmission,.

Retrieval-augmented Generation for GenAI-enabled Semantic Communications Generative joint source-channel coding for semantic image transmission,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:20:32.037976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b782983b-1228-414f-a1b9-23f8681984aa · outbound

This paper cites Evolving semantic communication with generative modelling,.

Retrieval-augmented Generation for GenAI-enabled Semantic Communications Evolving semantic communication with generative modelling,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:20:32.021192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2d9e9055-46a9-475f-903f-dd9759b6c078 · outbound

This paper cites RegaV AE: A retrieval-augmented gaussian mixture variational auto-encoder for language modeling,.

Retrieval-augmented Generation for GenAI-enabled Semantic Communications RegaV AE: A retrieval-augmented gaussian mixture variational auto-encoder for language modeling,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:20:32.004229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c9987285-1b5c-4cfa-ae36-4715d2d49138 · outbound

This paper cites Instance-conditioned GAN,.

Retrieval-augmented Generation for GenAI-enabled Semantic Communications Instance-conditioned GAN,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:20:31.986917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 369791b4-9dbd-4f01-b246-e348fc1f84a0 · outbound

This paper cites Understanding the Fundamental Design Decisions of Retrieval-Augmented Generation Systems.

Retrieval-augmented Generation for GenAI-enabled Semantic Communications Understanding the Fundamental Design Decisions of Retrieval-Augmented Generation Systems

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T00:20:31.758146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5034505-0e6e-4965-b463-c1b511faa4f7 · outbound

This paper cites Re-Imagen: Retrieval-Augmented Text-to-Image Generator.

Retrieval-augmented Generation for GenAI-enabled Semantic Communications Re-Imagen: Retrieval-Augmented Text-to-Image Generator

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T00:20:31.763030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff64f2f6-15b7-4c7a-b395-2b779a965470 · outbound

This paper cites Retrieval-based controllable molecule genera- tion,.

Retrieval-augmented Generation for GenAI-enabled Semantic Communications Retrieval-based controllable molecule genera- tion,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:20:31.969276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 23004d62-ba87-4bd6-87d6-5e793e067e9a · outbound

This paper cites Generative AI agents with large language model for satellite networks via a mixture of experts transmission,.

Retrieval-augmented Generation for GenAI-enabled Semantic Communications Generative AI agents with large language model for satellite networks via a mixture of experts transmission,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:20:31.951245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ca1ce167-3e96-47d3-9012-70b9cb434754 · outbound

This paper cites Knowledge base enabled semantic communi- cation: A generative perspective,.

Retrieval-augmented Generation for GenAI-enabled Semantic Communications Knowledge base enabled semantic communi- cation: A generative perspective,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:20:31.933471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 929061eb-6759-4d24-947a-281b72280d6f · outbound

This paper cites Latency-aware generative semantic communications with pre-trained diffusion models,.

Retrieval-augmented Generation for GenAI-enabled Semantic Communications Latency-aware generative semantic communications with pre-trained diffusion models,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T00:20:31.915577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3c6dfda2-0076-485b-9953-4e348b029a64 · outbound

This paper cites Toward Democratized Generative AI in Next-Generation Mobile Edge Networks.

Retrieval-augmented Generation for GenAI-enabled Semantic Communications Toward Democratized Generative AI in Next-Generation Mobile Edge Networks

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-11T00:20:31.835949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.