Paper Citation Record · LEDGER

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication

As of 20 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 1 inbound Pith citation observation for arXiv:2509.04801.

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

pith.paper-citation-record.v1
2509.04801 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:29:08.939285Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-16T12:33:06.117387Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T12:37:53.390604Z

Reference resolution

21 of 21 outbound references displayed

verified exact1
verified fuzzy6
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6ea370be-b1fc-4b98-9c20-fd3da0d89ba0 · outbound

This paper cites Generative diffusion models for wireless net- works: Fundamental, architecture, and state-of-the-art,.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Generative diffusion models for wireless net- works: Fundamental, architecture, and state-of-the-art,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T16:29:08.864962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0af43423-bba7-42f2-8487-fe3fd459619a · outbound

This paper cites LotteryCodec: Searching the Implicit Representation in a Random Network for Low-Complexity Image Compression.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication LotteryCodec: Searching the Implicit Representation in a Random Network for Low-Complexity Image Compression

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T16:29:08.868876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5aae0c87-4c94-4fd7-9c9f-21dabe1cfba2 · outbound

This paper cites Importance-aware robust semantic transmission for leo satellite-ground communication,.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Importance-aware robust semantic transmission for leo satellite-ground communication,

Reference 3

Resolution: verified exact; raw_fallback, observed 2026-08-15T16:29:09.081674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fc004f05-c3cb-41bd-97d4-df082ddd7b9f · outbound

This paper cites Important Bit Prefix M-ary Quadrature Amplitude Modulation for Semantic Communications.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Important Bit Prefix M-ary Quadrature Amplitude Modulation for Semantic Communications

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T16:29:08.876858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d33f4e6-fecd-4861-b752-42536480f41c · outbound

This paper cites A survey of secure semantic communications,.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication A survey of secure semantic communications,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:29:09.262367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 37a5071b-c011-41c4-a493-2d0a7a24d025 · outbound

This paper cites Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T16:29:08.886016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db0b59ef-88d1-4021-945a-079c90953164 · outbound

This paper cites Semantic entropy can simultaneously benefit transmission efficiency and channel security of wireless semantic communications,.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Semantic entropy can simultaneously benefit transmission efficiency and channel security of wireless semantic communications,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:29:09.251995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e41c9dad-8335-4255-b9ed-b73ff712127d · outbound

This paper cites Exploring llm- based multi-agent situation awareness for zero-trust space-air-ground in- tegrated network,.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Exploring llm- based multi-agent situation awareness for zero-trust space-air-ground in- tegrated network,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T16:29:08.894237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c5a82e5-dcf8-4c9a-8a57-0118eb18deb6 · outbound

This paper cites Knowledge en- hanced semantic communication receiver,.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Knowledge en- hanced semantic communication receiver,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:29:09.235173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7a03411e-c8ee-45c1-b181-7f8ef5d27b7a · outbound

This paper cites Retrieval- augmented generation for knowledge-intensive nlp tasks,.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Retrieval- augmented generation for knowledge-intensive nlp tasks,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T16:29:08.901260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eca2a615-2956-470f-a3bf-8a83f294f890 · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T16:29:08.904610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3a777a8-518c-4af9-9d7c-ec7b07b55102 · outbound

This paper cites Retrieval-Augmented Generation with Graphs (GraphRAG).

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Retrieval-Augmented Generation with Graphs (GraphRAG)

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T16:29:08.908472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f77bfdd-82e6-470d-b70a-997b0edc6928 · outbound

This paper cites Reliable semantic communication system enabled by knowledge graph,.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Reliable semantic communication system enabled by knowledge graph,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:29:09.217159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5d011c60-9e2d-4eaa-a3e5-255f8fbda107 · outbound

This paper cites Knowl- edge base enabled semantic communication: A generative perspective,.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Knowl- edge base enabled semantic communication: A generative perspective,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T16:29:08.915463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caabf240-3764-4501-963d-7cba16098264 · outbound

This paper cites Performance optimization for semantic communications: An attention- based reinforcement learning approach,.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Performance optimization for semantic communications: An attention- based reinforcement learning approach,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T16:29:08.918894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f8fc808-71a7-4a8c-ae62-79ac1d8e338a · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T16:29:08.922290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50aafd23-7190-4465-972a-553754e2d40a · outbound

This paper cites Minilm: Deep self-attention distillation for task-agnostic compression of pre- trained transformers,.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Minilm: Deep self-attention distillation for task-agnostic compression of pre- trained transformers,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T16:29:08.925932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1efebe4-effa-4829-88da-2665800b6f8a · outbound

This paper cites Billion-scale similarity search with gpus,.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Billion-scale similarity search with gpus,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T16:29:08.929349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e6488d7-e47b-48c8-a09c-c597b43d9c95 · outbound

This paper cites Betweenness centrality in large complex networks,.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Betweenness centrality in large complex networks,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:29:09.180769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 01e58d93-be4e-441a-bf4c-735ef138cb45 · outbound

This paper cites Creat- ing training corpora for nlg micro-planning,.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Creat- ing training corpora for nlg micro-planning,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:29:09.169402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5837cc1c-b4ec-459a-845b-2dbc1f241ee4 · outbound

This paper cites The llama 3 herd of models,.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication The llama 3 herd of models,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T16:29:08.939285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 105b84eb-100b-4e86-8b4e-676063b61847 · inbound

Secure Intellicise Wireless Network: Agentic AI for Coverless Semantic Steganography Communication cites this paper.

Secure Intellicise Wireless Network: Agentic AI for Coverless Semantic Steganography Communication KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-16T12:37:53.392848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.