Paper Citation Record · LEDGER

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks

As of 18 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2512.14323.

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

pith.paper-citation-record.v1
2512.14323 v4

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T16:15:43.223481Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

34 of 34 outbound references displayed

verified exact0
verified fuzzy0
unresolved34
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3c7bd83f-df13-46a9-823a-3427ea7af53b · outbound

This paper cites Edge-computing-driven Internet of Things: A survey,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Edge-computing-driven Internet of Things: A survey,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:39.808927Z

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Unavailable: canonical work link unavailable.

Observation 3ced9ae8-0688-4fc1-a63b-a467e6aefb32 · outbound

This paper cites Mobile edge computing and machine learning in the Internet of unmanned aerial vehicles: A survey,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Mobile edge computing and machine learning in the Internet of unmanned aerial vehicles: A survey,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:39.819059Z

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Observation 5ad9a8f6-fae2-4ee5-90bb-0762b6f68c94 · outbound

This paper cites Bridge the Present and Future: A Cross-Layer Matching Game in Dynamic Cloud-Aided Mobile Edge Networks,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Bridge the Present and Future: A Cross-Layer Matching Game in Dynamic Cloud-Aided Mobile Edge Networks,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:39.821869Z

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Observation cb9fb0f9-6761-4dbc-b277-6adc921b8aaf · outbound

This paper cites Multi-objective optimization for multi-UAV-assisted mobile edge computing,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Multi-objective optimization for multi-UAV-assisted mobile edge computing,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:39.863234Z

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Observation a3e3bd0e-24f2-4a77-ad27-8bb9679f22fb · outbound

This paper cites UAV-assisted mobile edge computing: Optimal design of UAV altitude and task offloading,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks UAV-assisted mobile edge computing: Optimal design of UAV altitude and task offloading,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:39.945882Z

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Observation b942b63e-e7bb-4ef3-89f0-50946c1e9b59 · outbound

This paper cites Energy efficiency optimization of IRS and UAV-assisted wireless powered edge networks,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Energy efficiency optimization of IRS and UAV-assisted wireless powered edge networks,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:39.995699Z

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Observation 9902901b-8d68-4aa1-a4a2-be1f8b53d9cf · outbound

This paper cites Low latency and accuracy- guaranteed DNN inference for UAV-assisted IoT networks,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Low latency and accuracy- guaranteed DNN inference for UAV-assisted IoT networks,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:40.097636Z

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Unavailable: canonical work link unavailable.

Observation e44d7e9a-cf2d-48d0-a407-f17d62ca6e7b · outbound

This paper cites Distributed optimization of resource efficiency for federated edge intelligence in AAV-enabled IoT networks,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Distributed optimization of resource efficiency for federated edge intelligence in AAV-enabled IoT networks,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:40.207008Z

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Unavailable: canonical work link unavailable.

Observation 1001075b-c923-4af9-a11c-4fbac278d4b8 · outbound

This paper cites A3D: Adaptive, accurate, and autonomous navigation for edge-assisted drones,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks A3D: Adaptive, accurate, and autonomous navigation for edge-assisted drones,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:40.319790Z

Source-reported events for the cited work

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Observation 4e030d5a-5106-4b5a-be8a-05e4d0d496af · outbound

This paper cites UAV-aided vehicular short-packet communication and edge computing system under time-varying channel,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks UAV-aided vehicular short-packet communication and edge computing system under time-varying channel,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:40.390031Z

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Observation 6ecff1f5-ec88-4a94-af62-e34216b126c1 · outbound

This paper cites CPDZ: A credibility-aware and privacy-preserving data collection scheme with zero-trust in next-generation crowdsensing networks,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks CPDZ: A credibility-aware and privacy-preserving data collection scheme with zero-trust in next-generation crowdsensing networks,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:40.425784Z

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Observation 7b6dffad-ab77-4422-9dde-3f93118d960e · outbound

This paper cites A Potential Game Theoretic Approach to Computation Offloading Strategy Optimization in End-Edge-Cloud Com- puting,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks A Potential Game Theoretic Approach to Computation Offloading Strategy Optimization in End-Edge-Cloud Com- puting,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:40.492338Z

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Unavailable: canonical work link unavailable.

Observation 5505a038-9597-45c0-bf77-7572f5ce0fa7 · outbound

This paper cites Potential Game-Based Computation Offloading in Edge Computing With Heterogeneous Edge Servers,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Potential Game-Based Computation Offloading in Edge Computing With Heterogeneous Edge Servers,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:40.568512Z

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Unavailable: canonical work link unavailable.

Observation aaf98de9-347f-4043-a097-d8dec7470863 · outbound

This paper cites Auction approaches for resource allocation in wireless systems: A survey,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Auction approaches for resource allocation in wireless systems: A survey,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:40.642017Z

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Unavailable: canonical work link unavailable.

Observation c2e9fb65-caf7-456b-9c60-394021343082 · outbound

This paper cites Truthful auction mechanisms for dependent task offloading in vehicular edge computing,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Truthful auction mechanisms for dependent task offloading in vehicular edge computing,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:40.852219Z

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Unavailable: canonical work link unavailable.

Observation 2d75de10-7f3d-442e-bddb-48433d817f13 · outbound

This paper cites CADEC: A combinatorial auction for dynamic distributed DNN inference scheduling in edge-cloud networks,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks CADEC: A combinatorial auction for dynamic distributed DNN inference scheduling in edge-cloud networks,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:41.006304Z

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Unavailable: canonical work link unavailable.

Observation a2f21d90-e448-4d53-aa93-a5d812969161 · outbound

This paper cites An online auction approach to computing resource allocation in mobile AIGC networks,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks An online auction approach to computing resource allocation in mobile AIGC networks,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:41.180837Z

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Unavailable: canonical work link unavailable.

Observation 8223d698-ac8d-40f4-bd97-691fbd8ca3c5 · outbound

This paper cites Auction- based cluster federated learning in mobile edge computing systems,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Auction- based cluster federated learning in mobile edge computing systems,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:41.330592Z

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Unavailable: canonical work link unavailable.

Observation 2f352a17-8fee-4b97-8483-91371ca1b4b3 · outbound

This paper cites Edge-cloud offloading: Knapsack PG in 5G multi-access edge computing,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Edge-cloud offloading: Knapsack PG in 5G multi-access edge computing,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:41.494474Z

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Unavailable: canonical work link unavailable.

Observation 8a08ba6d-d69f-4c14-9ff5-4389fb469a5e · outbound

This paper cites Computation offloading in multi- cell networks with collaborative edge-cloud computing: A game theoretic approach,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Computation offloading in multi- cell networks with collaborative edge-cloud computing: A game theoretic approach,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:41.736149Z

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Observation af71b881-5691-45c7-a5a1-afebc68dbc7a · outbound

This paper cites AI-native end-to-end network slicing for next-generation mission-critical services,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks AI-native end-to-end network slicing for next-generation mission-critical services,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:41.901982Z

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Unavailable: canonical work link unavailable.

Observation 74bba1b4-ece5-4f80-a7e2-a78c11e02102 · outbound

This paper cites Effective two-stage double auction for dynamic resource provision over edge networks via discovering the power of overbooking,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Effective two-stage double auction for dynamic resource provision over edge networks via discovering the power of overbooking,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:42.068050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 687bdb88-34d5-468f-9876-a9fa38b70032 · outbound

This paper cites Robust flight navigation out of distribution with liquid neural networks,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Robust flight navigation out of distribution with liquid neural networks,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:42.180148Z

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Observation 7c6326ae-e84f-4a36-aa64-c9f5455ef294 · outbound

This paper cites Layer Normalization.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Layer Normalization

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:42.350203Z

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Observation 99219f14-3d92-44c0-8b83-72800514c315 · outbound

This paper cites Accelerating stable matching between workers and spatial-temporal tasks for dynamic MCS: A stagewise service trading approach,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Accelerating stable matching between workers and spatial-temporal tasks for dynamic MCS: A stagewise service trading approach,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:42.454080Z

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Observation 0f19c6e7-2920-4d5b-860f-3edc5e74017b · outbound

This paper cites UAV path planning for target coverage task in dynamic environment,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks UAV path planning for target coverage task in dynamic environment,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:42.552160Z

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Observation 46b82aa2-988b-491b-9b3f-c5f99882fadc · outbound

This paper cites Strategic Information Perturbation for an Online In-Vehicle Coordinated Routing Mechanism for Connected Vehicles Under Mixed-Strategy Congestion Game,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Strategic Information Perturbation for an Online In-Vehicle Coordinated Routing Mechanism for Connected Vehicles Under Mixed-Strategy Congestion Game,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:42.701653Z

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Unavailable: canonical work link unavailable.

Observation 71814a4c-86de-4e99-942d-1d035068cc75 · outbound

This paper cites Long short-term memory,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Long short-term memory,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:42.705083Z

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Unavailable: canonical work link unavailable.

Observation 4a9ff284-bddc-4352-93ef-884e8b218906 · outbound

This paper cites Attention is all you need,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Attention is all you need,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:42.745765Z

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Unavailable: canonical work link unavailable.

Observation d2064c52-8f30-4da4-ab74-6873afa52878 · outbound

This paper cites Future resource bank for ISAC: Achieving fast and stable win-win matching for both individuals and coalitions,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Future resource bank for ISAC: Achieving fast and stable win-win matching for both individuals and coalitions,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:42.824102Z

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Observation d735a1a9-b07f-4e84-a9b6-18259019a1fd · outbound

This paper cites Dynamic offloading and trajectory control for UAV-enabled mobile edge computing system with energy harvesting devices,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks Dynamic offloading and trajectory control for UAV-enabled mobile edge computing system with energy harvesting devices,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:42.920497Z

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Unavailable: canonical work link unavailable.

Observation 4efd9ba8-ef9d-40a8-88ed-d6fbbc9bf0a2 · outbound

This paper cites New services & applications with 5G ultra-reliable low latency communications,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks New services & applications with 5G ultra-reliable low latency communications,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:43.027457Z

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Observation e7b987c9-d7da-4cf1-a67d-af49e35c2b45 · outbound

This paper cites 5G; Study on scenarios and requirements for next generation access technologies,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks 5G; Study on scenarios and requirements for next generation access technologies,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:43.124088Z

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Observation 73c27cbe-179c-40da-ae93-12ee0dd46bc2 · outbound

This paper cites ElectricityLoadDiagrams20112014,.

FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks ElectricityLoadDiagrams20112014,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T16:15:43.223481Z

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Pith citing papers

No inbound Pith citation observations are available.