Paper Citation Record · LEDGER

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication

As of 19 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2607.15297.

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

pith.paper-citation-record.v1
2607.15297 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T09:06:59.395345Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

33 of 33 outbound references displayed

verified exact0
verified fuzzy0
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bfa42ab7-635c-4c2c-8253-1c58cf49c7c9 · outbound

This paper cites Multi-hop Parallel Image Semantic Communication for Distortion Accumulation Mitiga- tion.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Multi-hop Parallel Image Semantic Communication for Distortion Accumulation Mitiga- tion

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.204766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5910fd4e-aa59-4ac1-9dbb-47e0fb6687c3 · outbound

This paper cites Wireless image transmission using deep source channel coding with attention modules.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Wireless image transmission using deep source channel coding with attention modules

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.244754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db4c86e1-9daa-4c52-9ac1-e7c1a822d004 · outbound

This paper cites Robust image semantic coding with learnable CSI fusion masking over MIMO fading channels.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Robust image semantic coding with learnable CSI fusion masking over MIMO fading channels

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.277025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0be2566f-c376-450b-8a57-fa1b51c7302c · outbound

This paper cites Robust semantic communications with masked VQ-V AE enabled code- book,.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Robust semantic communications with masked VQ-V AE enabled code- book,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.307162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9666af7-29fe-4e3e-aac8-1021b05de5fd · outbound

This paper cites an unresolved cited work.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.354757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90a4d114-a9f7-4d78-848a-9b347e801837 · outbound

This paper cites Retrieval-Augmented Generation for GenAI- Enabled Semantic Communications,.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Retrieval-Augmented Generation for GenAI- Enabled Semantic Communications,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.384755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecf7343b-3a72-4822-8827-8a767ea11658 · outbound

This paper cites Contrastive Learning-Based Semantic Commu- nications,.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Contrastive Learning-Based Semantic Commu- nications,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.424752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b53ffdc9-7de4-4384-a3f0-b3af0a8f372c · outbound

This paper cites A Relay System for Semantic Image Transmission Based on Shared Feature Extraction and Hyperprior Entropy Compression.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication A Relay System for Semantic Image Transmission Based on Shared Feature Extraction and Hyperprior Entropy Compression

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.464778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcf2b100-5129-4e3a-97b3-3d92c05ada8b · outbound

This paper cites Performance Optimization for Multicell Multihop Semantic 6G Cloudified Networks Considering Compression, Transmission, and Com- putation.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Performance Optimization for Multicell Multihop Semantic 6G Cloudified Networks Considering Compression, Transmission, and Com- putation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.514750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 438f25a3-b08e-467d-9338-3f40f5f0f32d · outbound

This paper cites Alleviating Distortion Accumulation in Multi-Hop Semantic Communication.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Alleviating Distortion Accumulation in Multi-Hop Semantic Communication

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.555640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf430cf6-4866-44cd-a89c-07f6e02659e1 · outbound

This paper cites Semantic-aided Parallel Image Transmission Compatible with Practical System,.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Semantic-aided Parallel Image Transmission Compatible with Practical System,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.594754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d60dbc67-bc6e-42b4-8e05-e5436fd47f0d · outbound

This paper cites Hybrid Semantic-Complementary Transmission for High-Fidelity Image Reconstruction.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Hybrid Semantic-Complementary Transmission for High-Fidelity Image Reconstruction

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.644752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93815a45-2dc9-418f-880a-01b9af089fa4 · outbound

This paper cites LLM4CP: Adapting large language models for channel prediction.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication LLM4CP: Adapting large language models for channel prediction

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.685030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f798f173-771f-4adf-ade9-d9928acb9f12 · outbound

This paper cites An LLM-Based Framework for Beamforming Optimization.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication An LLM-Based Framework for Beamforming Optimization

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.724751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2295b055-d1b7-498b-aa1d-657bdbf561b2 · outbound

This paper cites WirelessGPT: A Genera- tive Foundation Model for Multi-Task Integrated Sensing and Communication.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication WirelessGPT: A Genera- tive Foundation Model for Multi-Task Integrated Sensing and Communication

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.764756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9abc8f99-f172-4b97-b7c6-1342a648f762 · outbound

This paper cites Sensing- Assisted Channel Prediction in Complex Wireless Environ- ments: An LLM-Based Approach.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Sensing- Assisted Channel Prediction in Complex Wireless Environ- ments: An LLM-Based Approach

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.794752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb047aaa-53e9-49a3-8bda-b983f6bfecd1 · outbound

This paper cites LLM-Empowered Near-Field Communications for Low-Altitude Economy.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication LLM-Empowered Near-Field Communications for Low-Altitude Economy

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.815342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c8b0f88-4552-4dc9-b181-ef7e47ebff89 · outbound

This paper cites WITT: A wireless image transmission transformer for semantic communications.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication WITT: A wireless image transmission transformer for semantic communications

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.849372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec973361-22ca-4ee5-b2ea-f69662ccb338 · outbound

This paper cites Language Modeling Is Compression.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Language Modeling Is Compression

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.871569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5252e0a-d54d-4ba7-8826-5b35c8df0d1c · outbound

This paper cites Large Language Model for Lossless Image Compression with Visual Prompts.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Large Language Model for Lossless Image Compression with Visual Prompts

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.904753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c645684e-2a3e-4cf5-9634-43170a7c0822 · outbound

This paper cites Large Language Models for Lossless Image Compression: Next-Pixel Prediction in Language Space is All You Need.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Large Language Models for Lossless Image Compression: Next-Pixel Prediction in Language Space is All You Need

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.934757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c80721aa-bf90-43fb-8a90-08950ac355bd · outbound

This paper cites Lossless data compression by large models.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Lossless data compression by large models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:58.972376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e44f91c5-130a-49df-9997-107b76c45851 · outbound

This paper cites Learning better lossless compression using lossy compression.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Learning better lossless compression using lossy compression

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:59.003205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffa30efb-5d96-43e5-a6ac-68e6e43bf48a · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication LoRA: Low-Rank Adaptation of Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:59.044770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 592eb0e8-fc42-4cbb-a02b-4bbd6303b90e · outbound

This paper cites Qlora: Eﬀicient finetuning of quantized llms.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Qlora: Eﬀicient finetuning of quantized llms

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:59.089301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd6355cb-40ea-4976-8725-d1ed6ed4d006 · outbound

This paper cites WVSC: Wireless Video Semantic Communication with Multi- frame Compensation.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication WVSC: Wireless Video Semantic Communication with Multi- frame Compensation

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:59.134967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65d9b808-e0e4-4e37-8126-bfa3a0b759e0 · outbound

This paper cites Qwen3 Technical Report.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Qwen3 Technical Report

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:59.174747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 749fd44a-98a7-47fe-8bbe-b587b0476e65 · outbound

This paper cites Unsupervised deep image stitching: Reconstructing stitched features to images.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Unsupervised deep image stitching: Reconstructing stitched features to images

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:59.211391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12ef0e9a-5e53-4d37-a660-e8dc8e9e6b02 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Adam: A Method for Stochastic Optimization

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:59.254744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cab54f92-95cc-47d3-8c07-71c73049be87 · outbound

This paper cites BPG Image Format.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication BPG Image Format

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:59.294743Z

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Unavailable: canonical work link unavailable.

Observation f7dc5071-e725-407d-aae1-42b8c21398ec · outbound

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

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:59.334745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c6f1dc3-c880-44d9-829e-7ac86960af65 · outbound

This paper cites Deep joint source-channel coding for wireless image transmission.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Deep joint source-channel coding for wireless image transmission

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:59.364747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb42e19b-757e-49ec-9970-0dea29520309 · outbound

This paper cites Attention is all you need,.

Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication Attention is all you need,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:59.395345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.