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Paper Citation Record · LEDGER

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks

As of 17 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2509.02540.

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

pith.paper-citation-record.v1
2509.02540 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:40:57.681998Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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 exact1
  • verified fuzzy11
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 78ace5bb-b4e2-4646-b183-7a263d9d73b5 · outbound

This paper cites Non-Terrestrial Networks: An Overview of 3GPP Release 17 & 18,.

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks Non-Terrestrial Networks: An Overview of 3GPP Release 17 & 18,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:40:58.218122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T16:40:57.532936Z digest=sha256:33c5e9465f7b54fda61aa745648d72ae1c3a05f89b0dd9e2613e3efbd754221c

Observation 08d5282a-d5e2-4ee4-b49f-1e416cf5681f · outbound

This paper cites A Survey on Space-Air-Ground-Sea Integrated Network Security in 6G,.

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks A Survey on Space-Air-Ground-Sea Integrated Network Security in 6G,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:40:58.187395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T16:40:57.544816Z digest=sha256:711ed124ab0df3da7336527896d4caa14d49044390e4fd5dd0d6df8a55dc539d

Observation f389bf97-53d8-43a8-a641-4508f56145f2 · outbound

This paper cites Transformer Network Based Channel Prediction for CSI Feedback Enhancement in AI-Native Air Interface,.

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks Transformer Network Based Channel Prediction for CSI Feedback Enhancement in AI-Native Air Interface,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:40:58.163688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T16:40:57.553151Z digest=sha256:105b17f83de29824d79c22d005798c11adb1f6b40185004cab16a9ae180d99d4

Observation 219bb72e-8a79-418d-a573-b6ba06456177 · outbound

This paper cites Large AI Model-Based Semantic Communications,.

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks Large AI Model-Based Semantic Communications,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:40:58.138930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T16:40:57.561360Z digest=sha256:9abfe05c470273501ed5250e147e3113d1f961c071f1dbac44214802dde04edd

Observation 092f1678-0221-4b8d-aea3-a70abaa950cc · outbound

This paper cites WirelessGPT: A Generative Pre-trained Multi-task Learning Framework for Wireless Communication.

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks WirelessGPT: A Generative Pre-trained Multi-task Learning Framework for Wireless Communication

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T16:40:57.569872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:40:57.569872Z digest=sha256:eaf592f53344766fd1c9ecf9a7dc3213d6dff9f5f4574d14d4a7dddfcc7d5624

Observation 97bdab98-6cda-4355-8c34-6ecb686da07c · outbound

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

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks LoRA: Low-Rank Adaptation of Large Language Models

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-15T16:40:57.585784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:40:57.585784Z digest=sha256:0a3afb9397202019cfd6397dab0faa17bcd1445c38585c99c1e263bee413b503

Observation e5737328-099d-4bb3-a1f3-344d64aa738a · outbound

This paper cites Near-Space Communications: the Last Piece of 6G Space-Air-Ground-Sea Integrated Network Puzzle,.

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks Near-Space Communications: the Last Piece of 6G Space-Air-Ground-Sea Integrated Network Puzzle,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:40:58.107533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T16:40:57.596593Z digest=sha256:ff86c0e85cc895d05fe6d43164aa2ad5289c56b6855a4cb286b57229674d34a0

Observation b2a2cbbf-9bf6-4ef8-9725-1aadf95f4d52 · outbound

This paper cites Hybrid Satellite-UA V-Terrestrial Networks for 6G Ubiquitous Coverage: A Maritime Communications Perspective,.

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks Hybrid Satellite-UA V-Terrestrial Networks for 6G Ubiquitous Coverage: A Maritime Communications Perspective,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:40:58.076746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T16:40:57.614868Z digest=sha256:842ee4c15f918bd8ca69284a0123c48c05a5f15e67207b6e93b51dedae2644e2

Observation b91650b9-05c8-4f55-b119-b2eede61bd07 · outbound

This paper cites Semantics-Empowered Space-Air-Ground-Sea Inte- grated Network: New Paradigm, Frameworks, and Challenges,.

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks Semantics-Empowered Space-Air-Ground-Sea Inte- grated Network: New Paradigm, Frameworks, and Challenges,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:40:58.032839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T16:40:57.628836Z digest=sha256:d7c93f0219d58dd6ed4577ae32f78ca2ebfc879a6112aac0a97cd1d79faf6b22

Observation 242395a4-aae7-4637-9254-0f66a4fd4a3f · outbound

This paper cites FAS-LLM: Large Language Model-Based Channel Prediction for OTFS-Enabled Satellite-FAS Links.

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks FAS-LLM: Large Language Model-Based Channel Prediction for OTFS-Enabled Satellite-FAS Links

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T16:40:57.647980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:40:57.647980Z digest=sha256:1511ea68708113d90c1a4d610e129df12a39b70f0ef65dc6036699a19bb38dd8

Observation cc2fd8d3-c57d-4467-a694-dc839b332de0 · outbound

This paper cites LoRa Technology – An Overview,.

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks LoRa Technology – An Overview,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:40:57.999946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T16:40:57.653399Z digest=sha256:e5d6e32e5deaf27a43e97255847148823f5d9405880d4fde7b908e9e7bcf5ae7

Observation 33e394e2-d1af-426c-9e5e-3c5638181085 · outbound

This paper cites The LLaMA 3 herd of models,.

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks The LLaMA 3 herd of models,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:40:57.971426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T16:40:57.659211Z digest=sha256:7273cf81388ed112f316366cf509850343d4b3524568a7ba95b86c5a420fdaf2

Observation 6af4efcf-213c-40cc-ad36-db7027e3bd76 · outbound

This paper cites A dataset for detection and segmentation of underwater marine debris in shallow waters,.

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks A dataset for detection and segmentation of underwater marine debris in shallow waters,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:40:57.945605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T16:40:57.665127Z digest=sha256:cd2110d78ac7003f0a15841f5dbf8cbd9414dc277638d1cff05aa1a9a5589627

Observation 7953493d-7b22-4755-97ae-4488f23e0fc0 · outbound

This paper cites Deep learning enabled semantic communication systems,.

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks Deep learning enabled semantic communication systems,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:40:57.907463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T16:40:57.675225Z digest=sha256:1fcf86ce53e8da3afbd4cc53dfab4d43560fd45ee86204cbac6c4b90ae025e9a

Observation b70d1d67-1807-423f-8144-f35ce3be9971 · outbound

This paper cites Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks.

LLM-Enhanced Space-Air-Ground-Sea Integrated Networks Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-08-15T16:40:57.762714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T16:40:57.681998Z digest=sha256:53d08036521f78b26f82c133a9b25bb2f2560ccebf42f2ed88071d4863516f87

Pith citing papers

No inbound Pith citation observations are available.