Paper Citation Record · LEDGER

Large Language Model-Based Semantic Communication System for Image Transmission

As of 21 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 4 inbound Pith citation observations for arXiv:2501.12988.

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

pith.paper-citation-record.v1
2501.12988 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T16:38:16.620374Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:13:55.399085Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T11:45:46.021016Z

Reference resolution

28 of 28 outbound references displayed

verified exact0
verified fuzzy20
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 79a0d4dc-7b3f-4553-878d-20f4c2a83bc3 · outbound

This paper cites & Chen, M.

Large Language Model-Based Semantic Communication System for Image Transmission & Chen, M

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:17.076489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5f32d7a8-76ea-402b-b936-9076cede2562 · outbound

This paper cites & Others On the road to 6G: Visions, requirements, key technologies, and testbeds.

Large Language Model-Based Semantic Communication System for Image Transmission & Others On the road to 6G: Visions, requirements, key technologies, and testbeds

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:17.061546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation de436369-abd8-4490-add6-bb6a2e1bd2d7 · outbound

This paper cites & Hadid, A.

Large Language Model-Based Semantic Communication System for Image Transmission & Hadid, A

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:17.046622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0f3f6a44-7d98-4335-b85e-4a8ca7aa4290 · outbound

This paper cites Study on Artificial Intelligence (AI)/Machine Learn- ing (ML) for NR Air Interface RAN,.

Large Language Model-Based Semantic Communication System for Image Transmission Study on Artificial Intelligence (AI)/Machine Learn- ing (ML) for NR Air Interface RAN,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T16:38:16.510875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02a483eb-9d5b-4545-8cad-60cd58d3a8d2 · outbound

This paper cites & Rivenq, A.

Large Language Model-Based Semantic Communication System for Image Transmission & Rivenq, A

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:17.020042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c213f131-21ce-4d60-9dc7-f41d1b94adc5 · outbound

This paper cites & Poor, H.

Large Language Model-Based Semantic Communication System for Image Transmission & Poor, H

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:17.002393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3133b1aa-e90e-44b3-b7b4-fed2660c50a7 · outbound

This paper cites & Miao, C.

Large Language Model-Based Semantic Communication System for Image Transmission & Miao, C

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:16.986826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5e76b85a-021d-4b58-9a9a-1143868b40ca · outbound

This paper cites & Hadid, A.

Large Language Model-Based Semantic Communication System for Image Transmission & Hadid, A

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T16:38:16.533457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8804d3a0-dcb2-48b1-8ce8-3cf9442265d7 · outbound

This paper cites & Hadid, A.

Large Language Model-Based Semantic Communication System for Image Transmission & Hadid, A

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:16.960091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5a557d13-1da8-4142-b2b2-232166f3baad · outbound

This paper cites & You, X.

Large Language Model-Based Semantic Communication System for Image Transmission & You, X

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:16.944819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bcb03406-8e79-45be-9f31-6b0cefce08f6 · outbound

This paper cites & Kim, S.

Large Language Model-Based Semantic Communication System for Image Transmission & Kim, S

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:16.929181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0ee3fe6e-f25e-4dae-bf19-a63fcb1aff2d · outbound

This paper cites & Shi, G.

Large Language Model-Based Semantic Communication System for Image Transmission & Shi, G

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:16.912546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ccba0667-da67-4e49-9ea5-7df6d8503b14 · outbound

This paper cites GeNet: A Graph Neural Network-based Anti-noise Task-Oriented Semantic Communication Paradigm.

Large Language Model-Based Semantic Communication System for Image Transmission GeNet: A Graph Neural Network-based Anti-noise Task-Oriented Semantic Communication Paradigm

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T16:38:16.555734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ce7d391-b5e6-4c05-b002-607d06a49daa · outbound

This paper cites & Yin, C.

Large Language Model-Based Semantic Communication System for Image Transmission & Yin, C

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:16.896737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7479f900-6127-4993-acb3-dba71a3ae2ea · outbound

This paper cites & Qin, Z.

Large Language Model-Based Semantic Communication System for Image Transmission & Qin, Z

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:16.880151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6327006e-4195-452c-8f55-baae461b2b4c · outbound

This paper cites & Qin, Z.

Large Language Model-Based Semantic Communication System for Image Transmission & Qin, Z

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:16.863809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 877354cb-312e-4c06-b18e-9ee1303f80b8 · outbound

This paper cites & Leung, V.

Large Language Model-Based Semantic Communication System for Image Transmission & Leung, V

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:16.848995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c59abcdb-8143-445c-9ed7-108458144be0 · outbound

This paper cites & Fernando, A.

Large Language Model-Based Semantic Communication System for Image Transmission & Fernando, A

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:16.834457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3289e1a9-1c53-45c4-bd90-2e4ac9026f6d · outbound

This paper cites an unresolved cited work.

Large Language Model-Based Semantic Communication System for Image Transmission Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:38:16.818776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 93c07985-5acf-4900-b602-34ad71c6b4ec · outbound

This paper cites Semantic Communications: Principles and Challenges.

Large Language Model-Based Semantic Communication System for Image Transmission Semantic Communications: Principles and Challenges

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T16:38:16.584575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ef20b47-12bb-43d5-90ce-422fb648cd6c · outbound

This paper cites Sionna: An Open-Source Library for Next-Generation Physical Layer Research.

Large Language Model-Based Semantic Communication System for Image Transmission Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T16:38:16.589058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7797a53c-7848-49ca-a699-6cc3e149bb15 · outbound

This paper cites & Others An outline of a theory of semantic information.

Large Language Model-Based Semantic Communication System for Image Transmission & Others An outline of a theory of semantic information

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:16.802437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5dfd3838-6f2e-4f7c-9a49-5ac743ab2c47 · outbound

This paper cites & Lee, Y.

Large Language Model-Based Semantic Communication System for Image Transmission & Lee, Y

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:16.786056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0d27ba22-a495-4252-829d-58d4ac583839 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Large Language Model-Based Semantic Communication System for Image Transmission An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T16:38:16.601718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59293c5d-1805-467e-abfe-24f218597f02 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Large Language Model-Based Semantic Communication System for Image Transmission LLaMA: Open and Efficient Foundation Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T16:38:16.606407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a5511c4-314e-487e-b165-5f67fb7af6cf · outbound

This paper cites & Others Learning trans- ferable visual models from natural language supervision.

Large Language Model-Based Semantic Communication System for Image Transmission & Others Learning trans- ferable visual models from natural language supervision

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:16.770528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 43d5f8b5-6ac6-4e21-b77b-e41b6bb224e7 · outbound

This paper cites & Ommer, B.

Large Language Model-Based Semantic Communication System for Image Transmission & Ommer, B

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:16.753491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 446c4189-7189-4791-a06a-c2454665a643 · outbound

This paper cites & Abbeel, P.

Large Language Model-Based Semantic Communication System for Image Transmission & Abbeel, P

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:38:16.737173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

Observation 13a51b80-3a6c-49d5-ae69-65866a20b979 · inbound

From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications cites this paper.

From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Large Language Model-Based Semantic Communication System for Image Transmission

Reference 115

Resolution: unresolved; no resolver link, observed 2026-08-07T13:13:55.399085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4da3de6d-6220-484e-addb-cb63a55a78f5 · inbound

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation cites this paper.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Large Language Model-Based Semantic Communication System for Image Transmission

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T05:13:31.775566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85be2659-edea-47d3-b54c-e5246f6311d3 · inbound

AI Reasoning for Wireless Communications and Networking: A Survey and Perspectives cites this paper.

AI Reasoning for Wireless Communications and Networking: A Survey and Perspectives Large Language Model-Based Semantic Communication System for Image Transmission

Reference 159

Resolution: unresolved; no resolver link, observed 2026-08-04T19:34:34.763369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b5d882b-b844-45e3-a522-66f9766c778d · inbound

Towards a Joint Task-Oriented and Generative Semantic Communication Framework for 6G Networks cites this paper.

Towards a Joint Task-Oriented and Generative Semantic Communication Framework for 6G Networks Large Language Model-Based Semantic Communication System for Image Transmission

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-01T11:45:46.023078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.