Paper Citation Record · LEDGER

Topology Generation of UAV Covert Communication Networks: A Graph Diffusion Approach with Incentive Mechanism

As of 18 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2508.06746.

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

pith.paper-citation-record.v1
2508.06746 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:42:11.809287Z

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 exact0
verified fuzzy13
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 185e38c6-2070-45ce-8f2f-63528ee3df20 · outbound

This paper cites Digital-twin- assisted task assignment in multi-uav systems: A deep reinforcement learning approach,.

Topology Generation of UAV Covert Communication Networks: A Graph Diffusion Approach with Incentive Mechanism Digital-twin- assisted task assignment in multi-uav systems: A deep reinforcement learning approach,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:42:12.014407Z

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.

Observation 6385aa2a-756d-4a94-91f0-bbb56ec318db · outbound

This paper cites Uav-enabled communication strategy against detection in covert communication with asymmetric information,.

Topology Generation of UAV Covert Communication Networks: A Graph Diffusion Approach with Incentive Mechanism Uav-enabled communication strategy against detection in covert communication with asymmetric information,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:42:12.002277Z

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.

Observation 8ec29c10-7b11-42d9-8037-3d4a86489f6a · outbound

This paper cites Dynamic topology organization and maintenance algorithms for autonomous uav swarms,.

Topology Generation of UAV Covert Communication Networks: A Graph Diffusion Approach with Incentive Mechanism Dynamic topology organization and maintenance algorithms for autonomous uav swarms,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:42:11.990591Z

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.

Observation c2b3417c-4870-4b04-8d24-803b2b59fbc9 · outbound

This paper cites Throughput maximiza- tion for covert uav relaying system,.

Topology Generation of UAV Covert Communication Networks: A Graph Diffusion Approach with Incentive Mechanism Throughput maximiza- tion for covert uav relaying system,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:42:11.978504Z

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.

Observation 5e59cdd6-e63f-4a5e-b7e9-d0371e63058e · outbound

This paper cites Generative AI based Secure Wireless Sensing for ISAC Networks.

Topology Generation of UAV Covert Communication Networks: A Graph Diffusion Approach with Incentive Mechanism Generative AI based Secure Wireless Sensing for ISAC Networks

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T22:42:11.772333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 745b105e-7a52-499c-9c44-73a4aed04c0c · outbound

This paper cites Covert communications: A comprehensive survey,.

Topology Generation of UAV Covert Communication Networks: A Graph Diffusion Approach with Incentive Mechanism Covert communications: A comprehensive survey,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:42:11.966401Z

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.

Observation 973c728c-6ca6-44e2-963d-553f1af032c8 · outbound

This paper cites Dnn task assignment in uav networks: A generative ai enhanced multi-agent reinforcement learning approach,.

Topology Generation of UAV Covert Communication Networks: A Graph Diffusion Approach with Incentive Mechanism Dnn task assignment in uav networks: A generative ai enhanced multi-agent reinforcement learning approach,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:42:11.954294Z

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.

Observation f88c8250-1b7d-4ef8-8f2a-f2808a628519 · outbound

This paper cites Contract-based incentive mechanisms for uav networks in covert com- munications,.

Topology Generation of UAV Covert Communication Networks: A Graph Diffusion Approach with Incentive Mechanism Contract-based incentive mechanisms for uav networks in covert com- munications,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:42:11.942209Z

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.

Observation e98f9622-d8ca-4ce1-9ca6-3ae7aa774a9d · outbound

This paper cites Cross-modal generative semantic communications for mobile aigc: Joint semantic encoding and prompt engineering,.

Topology Generation of UAV Covert Communication Networks: A Graph Diffusion Approach with Incentive Mechanism Cross-modal generative semantic communications for mobile aigc: Joint semantic encoding and prompt engineering,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:42:11.929370Z

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.

Observation f90e3340-d617-40e2-bdd1-c0e35f3f3e0e · outbound

This paper cites Graph diffu- sion policy optimization,.

Topology Generation of UAV Covert Communication Networks: A Graph Diffusion Approach with Incentive Mechanism Graph diffu- sion policy optimization,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:42:11.915508Z

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.

Observation 902a3f74-460f-4b4c-8953-7d56fe8f712e · outbound

This paper cites Optimal lap altitude for maximum coverage,.

Topology Generation of UAV Covert Communication Networks: A Graph Diffusion Approach with Incentive Mechanism Optimal lap altitude for maximum coverage,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:42:11.902696Z

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.

Observation 2c09563c-ec80-4e1d-998b-10f07dfe2ded · outbound

This paper cites Optimized lte cell planning with varying spatial and temporal user densities,.

Topology Generation of UAV Covert Communication Networks: A Graph Diffusion Approach with Incentive Mechanism Optimized lte cell planning with varying spatial and temporal user densities,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:42:11.890407Z

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.

Observation 7208d113-5583-4956-9be6-d934397cc4b0 · outbound

This paper cites 3-d place- ment of an unmanned aerial vehicle base station (uav-bs) for energy- efficient maximal coverage,.

Topology Generation of UAV Covert Communication Networks: A Graph Diffusion Approach with Incentive Mechanism 3-d place- ment of an unmanned aerial vehicle base station (uav-bs) for energy- efficient maximal coverage,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:42:11.877805Z

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.

Observation 42bd468e-351a-4b1c-93f9-475249e0d06b · outbound

This paper cites Satisfaction-aware incentive scheme for federated learning in industrial metaverse: Drl-based stackbelberg game approach,.

Topology Generation of UAV Covert Communication Networks: A Graph Diffusion Approach with Incentive Mechanism Satisfaction-aware incentive scheme for federated learning in industrial metaverse: Drl-based stackbelberg game approach,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:42:11.864595Z

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.

Observation 4ac2ddb3-99aa-4f91-a6b0-93c1e211fcce · outbound

This paper cites an unresolved cited work.

Topology Generation of UAV Covert Communication Networks: A Graph Diffusion Approach with Incentive Mechanism Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T22:42:11.809287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.