Paper Citation Record · LEDGER

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection

As of 9 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2502.03761.

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

pith.paper-citation-record.v1
2502.03761 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T00:56:52.637943Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

39 of 39 outbound references displayed

verified exact2
verified fuzzy32
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d8291591-6e28-43d1-aa15-06f043f231a6 · outbound

This paper cites Knowledge Graph Driven UAV Cognitive Semantic Communication Systems for Efficient Object Detection.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Knowledge Graph Driven UAV Cognitive Semantic Communication Systems for Efficient Object Detection

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-09T00:56:52.761543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a7c77aab-1935-4a96-b6d1-1b9b7214b7f6 · outbound

This paper cites Vehicle detection from UA V imagery with deep learning: A review,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Vehicle detection from UA V imagery with deep learning: A review,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.359397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 212f49c0-4947-4252-b186-00f5f22e4fc2 · outbound

This paper cites Cross- modal object detection via UA V,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Cross- modal object detection via UA V,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.343372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bf3be180-ce82-41f7-aed7-b61c7f9d56a7 · outbound

This paper cites From external interaction to internal inference: An intelligent learning framework for spectrum shar- ing and UA V trajectory optimization,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection From external interaction to internal inference: An intelligent learning framework for spectrum shar- ing and UA V trajectory optimization,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.326020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0ba57832-ff5d-4702-988c-e0d5ade82bc7 · outbound

This paper cites Real-time aerial detection and reasoning on embedded-UA Vs in rural environments,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Real-time aerial detection and reasoning on embedded-UA Vs in rural environments,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.307121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9e293535-81a7-4654-9d2f-b273a6352b60 · outbound

This paper cites Multi-agent deep reinforcement learning for task offloading in UA V-assisted mobile edge computing,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Multi-agent deep reinforcement learning for task offloading in UA V-assisted mobile edge computing,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.290764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 33fe7b6c-76fa-401c-91ea-49f0f6e1c4cb · outbound

This paper cites Joint communication and computation de- sign for UA V-enabled aerial computing,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Joint communication and computation de- sign for UA V-enabled aerial computing,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.272653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9ed372ce-8130-4ff5-bd55-7297fdaab3d9 · outbound

This paper cites UA V- aided ultra-reliable low-latency computation offloading in future IoT networks,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection UA V- aided ultra-reliable low-latency computation offloading in future IoT networks,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.254662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9c19a61b-9354-45c3-882d-3d94a9a754ff · outbound

This paper cites Opportunistic spectrum access in cognitive radio networks: Global optimization using local interaction games,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Opportunistic spectrum access in cognitive radio networks: Global optimization using local interaction games,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.238288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fb3e826a-cc36-42f0-8905-a79a68de1340 · outbound

This paper cites Semantic Communications: Principles and Challenges.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Semantic Communications: Principles and Challenges

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-09T00:56:52.475794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b7beffc-c6fd-4385-ba0b-0b1a5fb33ab0 · outbound

This paper cites Bandwidth-agile image transmission with deep joint source-channel coding,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Bandwidth-agile image transmission with deep joint source-channel coding,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.219453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation eb1d9e80-3015-41c9-bedf-4c5bd72ff8aa · outbound

This paper cites Task-oriented image transmission for scene classification in unmanned aerial systems,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Task-oriented image transmission for scene classification in unmanned aerial systems,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.201262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e06adbaa-a903-4422-a6a5-f0a5458ce3e8 · outbound

This paper cites Deep learning-empowered semantic communication systems with a shared knowledge base,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Deep learning-empowered semantic communication systems with a shared knowledge base,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.179875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation adf4ab94-84a8-427d-8306-93542dbbbd2b · outbound

This paper cites Generative joint source-channel coding for semantic image transmission,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Generative joint source-channel coding for semantic image transmission,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.164909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e471e215-d353-41d4-976a-05f9f2a40448 · outbound

This paper cites Task-oriented semantic communication over rate splitting enabled wireless control systems for URLLC services,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Task-oriented semantic communication over rate splitting enabled wireless control systems for URLLC services,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.149902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation eb9f06e0-eb0b-48d3-a79c-19798bc5e337 · outbound

This paper cites Cognitive semantic communication systems driven by knowl- edge graph: Principle, implementation, and performance evaluation,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Cognitive semantic communication systems driven by knowl- edge graph: Principle, implementation, and performance evaluation,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.130144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f5c3134f-86bb-43f7-87e6-8479da309c9e · outbound

This paper cites Knowledge enhanced semantic communication receiver,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Knowledge enhanced semantic communication receiver,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.112272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c48d0311-1495-4098-acae-f373a151acc1 · outbound

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

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Wireless image transmission using deep source channel coding with attention modules,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-09T00:56:52.514721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9057aa2-b761-4013-820d-7f9ddd2e62df · outbound

This paper cites Real-time, cloud-based object detection for unmanned aerial vehicles,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Real-time, cloud-based object detection for unmanned aerial vehicles,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.083119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ca871683-db29-49ac-b236-509b30967e20 · outbound

This paper cites Offloading deep learning powered vision tasks from UA V to 5G edge server with denoising,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Offloading deep learning powered vision tasks from UA V to 5G edge server with denoising,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.066464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5df15b03-030f-40c5-aa6d-74f28118e139 · outbound

This paper cites Online object detection task offloading in UA V ad hoc networks,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Online object detection task offloading in UA V ad hoc networks,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.046054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e3ae5124-b899-482e-ab5f-2b2dc226bec6 · outbound

This paper cites Edge- cloud collaborative UA V object detection: Edge-embedded lightweight algorithm design and task offloading using fuzzy neural network,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Edge- cloud collaborative UA V object detection: Edge-embedded lightweight algorithm design and task offloading using fuzzy neural network,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.027450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4458b3ae-695d-422f-ad53-6d63bd9b459b · outbound

This paper cites Semantic communications: Overview, open issues, and future research directions,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Semantic communications: Overview, open issues, and future research directions,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:53.010371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dfda94b2-78af-4ced-8fb8-b686dd196cbb · outbound

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

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Deep joint source- channel coding for wireless image transmission,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:52.992481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 38e644ba-d97d-4a07-ad0f-6a2a91286e39 · outbound

This paper cites A robust semantic text communication system,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection A robust semantic text communication system,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:52.974972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 25a48423-5ea5-4da4-8426-7e82482052a0 · outbound

This paper cites Semantic-preserved communication system for highly efficient speech transmission,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Semantic-preserved communication system for highly efficient speech transmission,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-09T00:56:52.553638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03c320ed-e964-4572-aac6-bfccc8bb7181 · outbound

This paper cites Task-oriented explainable semantic communications,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Task-oriented explainable semantic communications,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:52.947704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1c3b8286-b339-4d1a-8d8d-2791b0df7a47 · outbound

This paper cites Beyond transmitting bits: Context, seman- tics, and task-oriented communications,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Beyond transmitting bits: Context, seman- tics, and task-oriented communications,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-09T00:56:52.562789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8569a0ac-d5d1-4f69-a675-237f33e90efa · outbound

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

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Task-oriented multi-user semantic communications,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:52.920499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4ace9623-db19-4f94-80b6-df9d162d0287 · outbound

This paper cites Multi-user semantic commu- nications for cooperative object identification,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Multi-user semantic commu- nications for cooperative object identification,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:52.904732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ef94274a-a1e2-4fba-b86c-f1c9762da15a · outbound

This paper cites Semantic transfer between different tasks in the semantic communication system,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Semantic transfer between different tasks in the semantic communication system,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:52.889405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4343dc1f-a155-4217-9f2a-2f243e9b15e2 · outbound

This paper cites Content-aware semantic communica- tion for goal-oriented wireless communications,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Content-aware semantic communica- tion for goal-oriented wireless communications,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:52.874843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d151da59-e019-4cca-b9eb-e971e77c7294 · outbound

This paper cites Semantic communications for future internet: Fundamentals, applications, and challenges,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Semantic communications for future internet: Fundamentals, applications, and challenges,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:52.858700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 917206a7-1c7d-47ad-8300-1969ba7b88a7 · outbound

This paper cites 6G Networks: Beyond Shannon Towards Semantic and Goal-Oriented Communications.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection 6G Networks: Beyond Shannon Towards Semantic and Goal-Oriented Communications

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-09T00:56:52.708322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8e80ff38-bc4e-436c-bc9d-ef930070a2fb · outbound

This paper cites Real-time scene text detection with differentiable binarization and adaptive scale fusion,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Real-time scene text detection with differentiable binarization and adaptive scale fusion,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:52.838983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fa9f2480-c43b-40f0-8ad9-9b7cdd45d38c · outbound

This paper cites Squeeze-and-excitation networks,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Squeeze-and-excitation networks,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:52.816763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a1c36e60-4c18-43e2-b9b3-6d80192cda14 · outbound

This paper cites A survey on knowledge graph-based recommender systems,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection A survey on knowledge graph-based recommender systems,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:52.797533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9d3021bc-c23b-405c-8c17-a1b031177ee6 · outbound

This paper cites Relational Graph Attention Network for Aspect-based Sentiment Analysis.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Relational Graph Attention Network for Aspect-based Sentiment Analysis

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-09T00:56:52.631584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27e3f758-7fa7-4301-9a03-78a299ed36ad · outbound

This paper cites Detection and tracking meet drones challenge,.

UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection Detection and tracking meet drones challenge,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:56:52.778842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.