Paper Citation Record · LEDGER

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation

As of 11 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2508.02148.

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

pith.paper-citation-record.v1
2508.02148 v2

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T05:13:32.825687Z

measured 36 of 36 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

36 of 36 outbound references displayed

verified exact3
verified fuzzy19
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d18d2c6c-931a-4f18-9f87-c6b8f8f0426f · outbound

This paper cites A unified multi- task semantic communication system for multimodal data,.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation A unified multi- task semantic communication system for multimodal data,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:37.392953Z

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 a396f2d7-93a4-421e-a816-7bcd65cf1fc1 · outbound

This paper cites Artificial general intelligence (agi)-native wireless systems: A journey beyond 6g,.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Artificial general intelligence (agi)-native wireless systems: A journey beyond 6g,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:37.103493Z

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 c5778cac-15b6-447c-96b0-95106f35d853 · outbound

This paper cites Adaptive information bottleneck guided joint source and channel coding for image transmission,.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Adaptive information bottleneck guided joint source and channel coding for image transmission,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:36.809658Z

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 7daccb49-85f1-459c-b713-1f35ae735df2 · outbound

This paper cites Ofdm-based digital semantic communication with importance awareness,.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Ofdm-based digital semantic communication with importance awareness,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:36.668165Z

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 531030e1-4ac4-49f9-9302-a619fcb923bb · outbound

This paper cites Less data, more knowledge: Building next-generation semantic communica- tion networks,.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Less data, more knowledge: Building next-generation semantic communica- tion networks,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:36.489341Z

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 62690598-8b71-4979-92f5-2fc04d6648b5 · outbound

This paper cites Shannon and W.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Shannon and W

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:36.280684Z

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 f6b7cfcc-e8ad-4c0c-a9e8-d12d6ef28e87 · outbound

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

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Deep joint source- channel coding for wireless image transmission,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:36.020641Z

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 eaad53bc-be19-434a-9e29-901e696a8273 · outbound

This paper cites Scaling Laws for Neural Language Models.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Scaling Laws for Neural Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T05:13:30.301102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d99f9e31-9e89-47e5-817f-34e483c5216b · outbound

This paper cites Toward intelligent communications: Large model empowered semantic communications,.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Toward intelligent communications: Large model empowered semantic communications,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:35.772571Z

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 27453e94-c8b3-492c-83d6-f1296f1dc34e · outbound

This paper cites Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T05:13:30.470435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfdfb9eb-3101-4276-aac3-7a7f806b5848 · outbound

This paper cites A Survey of Large Language Models.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation A Survey of Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T05:13:30.534197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a9b91f4-0cac-43e3-ad6b-8a4df86f7fbd · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T05:13:30.596428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3853966-f2fa-4648-a3db-0a9eda7e4387 · outbound

This paper cites (2025, February.) Grok 3 beta — the age of reasoning agents.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation (2025, February.) Grok 3 beta — the age of reasoning agents

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:35.608977Z

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 c171f41b-5d9a-4821-bcd8-a2c89fd8de9f · outbound

This paper cites (2025, January.) Openai o3-mini.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation (2025, January.) Openai o3-mini

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:35.490875Z

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 ebbfcfa4-5673-4ba3-823d-920b634d852f · outbound

This paper cites Deep Learning for Joint Source-Channel Coding of Text.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Deep Learning for Joint Source-Channel Coding of Text

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-06T05:13:33.327838Z

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 89e65d9f-b90f-4387-82f0-5c4719cd413b · outbound

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

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Deep joint source- channel coding for wireless image transmission,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:35.272742Z

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 832a8ab0-609e-43fa-b3b0-be3dc2b3c06f · outbound

This paper cites Joint source-channel coding for channel-adaptive digital semantic communications,.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Joint source-channel coding for channel-adaptive digital semantic communications,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:35.091296Z

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 4fdaf926-8088-48a5-a971-48897ba72db1 · outbound

This paper cites Deep learning enabled semantic communication systems,.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Deep learning enabled semantic communication systems,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:34.878242Z

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 b7935111-2686-4453-8159-bea05d224e23 · outbound

This paper cites Semantic communication systems for speech transmission,.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Semantic communication systems for speech transmission,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:34.636891Z

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 a20b737a-8c78-4b2f-8a3c-0d51e8f3b892 · outbound

This paper cites Task-oriented multi-user semantic communications,.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Task-oriented multi-user semantic communications,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T05:13:31.287502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6593f5dd-dac1-4b1b-8fa1-3bb400642da6 · outbound

This paper cites Explainable semantic communication for text tasks,.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Explainable semantic communication for text tasks,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:34.374593Z

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 48c6391e-2536-4d8f-97aa-919104b1083e · outbound

This paper cites Generative AI Driven Task-Oriented Adaptive Semantic Communications.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Generative AI Driven Task-Oriented Adaptive Semantic Communications

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T05:13:31.555469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a022d94-a8d7-42c3-8f2f-bb9d57ec7d1d · outbound

This paper cites Large-Language-Model Enabled Semantic Communication Systems.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Large-Language-Model Enabled Semantic Communication Systems

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T05:13:31.657736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Large Language Model-Based Semantic Communication System for Image Transmission.

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 6ac44291-c106-4457-88d7-46737b6343dd · outbound

This paper cites Semantic Importance-Aware Communications with Semantic Correction Using Large Language Models.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Semantic Importance-Aware Communications with Semantic Correction Using Large Language Models

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-06T05:13:33.138282Z

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 d08b0499-6389-4c18-a5c0-f3814bdb244b · outbound

This paper cites Rethinking Generative Semantic Communication for Multi-User Systems with Large Language Models.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Rethinking Generative Semantic Communication for Multi-User Systems with Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T05:13:31.939378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5ed1261-3cd1-450f-b3a0-cc54d7b05a1f · outbound

This paper cites Scene Understanding Enabled Semantic Communication with Open Channel Coding.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Scene Understanding Enabled Semantic Communication with Open Channel Coding

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-06T05:13:33.008265Z

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 3199cbb8-13f3-4bdc-af51-aa71de7daa40 · outbound

This paper cites Distilling the Knowledge in a Neural Network.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Distilling the Knowledge in a Neural Network

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T05:13:32.121260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aca3f0f9-f8df-4dd8-bdd5-45b8e0ab73c8 · outbound

This paper cites Large scale model en- abled semantic communications based on robust knowledge distillation,.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Large scale model en- abled semantic communications based on robust knowledge distillation,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:34.094888Z

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 0b8fff6e-1ab2-41b9-a708-d8cfd44bf802 · outbound

This paper cites DARTS: Differentiable Architecture Search.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation DARTS: Differentiable Architecture Search

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T05:13:32.339728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 436bb0fa-897f-4f3c-a0a6-f5413d840fc8 · outbound

This paper cites Attention Is All You Need.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Attention Is All You Need

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T05:13:32.409195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 051963dd-a9d3-4fa0-bf0a-b2fd52957912 · outbound

This paper cites Learning multiple layers of features from tiny images,.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Learning multiple layers of features from tiny images,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:33.851780Z

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 a6b05aad-5868-4670-bdb3-a617b3caf2cf · outbound

This paper cites Imagenet: A large-scale hierarchical image database,.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Imagenet: A large-scale hierarchical image database,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T05:13:32.575682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 712165dc-b78c-4781-b6dd-16c3030f4b92 · outbound

This paper cites Deep residual learning for image recognition,.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Deep residual learning for image recognition,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:33.680574Z

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 2865328a-c8e7-4819-b007-0eda11e043ea · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Learning Transferable Visual Models From Natural Language Supervision

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T05:13:32.741394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d821182-f52f-4603-bfad-a915919d17f0 · outbound

This paper cites Demo: Real- time semantic communications with a vision transformer,.

Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation Demo: Real- time semantic communications with a vision transformer,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:13:33.529119Z

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.