Paper Citation Record · LEDGER

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach

As of 5 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2605.26471.

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

pith.paper-citation-record.v1
2605.26471 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T17:38:35.614870Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+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

31 of 31 outbound references displayed

verified exact22
verified fuzzy0
unresolved2
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malformed identifier5
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 79aa7e19-1575-4755-8ec7-7be62e2ac21b · outbound

This paper cites Holistic service pro visioning in a UAV -UGV integrated network for last -mile delivery,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Holistic service pro visioning in a UAV -UGV integrated network for last -mile delivery,

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:43:45.084511Z

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Observation 7f39e5d5-a437-49dc-afb6-54903642b376 · outbound

This paper cites Multi -UAV-enabled energy-effici ent data delivery for low -altitude economy: Joint coded caching, user grouping, and UAV deployment,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Multi -UAV-enabled energy-effici ent data delivery for low -altitude economy: Joint coded caching, user grouping, and UAV deployment,

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:43:45.087235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a7fc53cc-6b2b-4856-b1af-0701a6d6351f · outbound

This paper cites Falanga, S.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Falanga, S

Reference 3

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Observation 4fd351e2-57a3-4db6-ba6a-ef46c5f1406c · outbound

This paper cites Long et al.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Long et al

Reference 4

Resolution: metadata mismatch; doi, observed 2026-06-29T17:43:45.102971Z

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Observation 524771f8-be56-4984-bdf2-318c74c0322d · outbound

This paper cites Review of dynamic task allocation met hods for UAV swarms oriented to ground targets,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Review of dynamic task allocation met hods for UAV swarms oriented to ground targets,

Reference 5

Resolution: malformed identifier; doi_truncated, observed 2026-06-29T17:43:45.076367Z

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Observation bce09778-45e4-4911-9e7f-c775a0f644b4 · outbound

This paper cites Bi -level optimization framewor k for urban low-altitude UAV delivery ensuring target level of safety,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Bi -level optimization framewor k for urban low-altitude UAV delivery ensuring target level of safety,

Reference 6

Resolution: malformed identifier; doi_truncated, observed 2026-06-29T17:43:45.098399Z

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Observation bea98606-42d7-4213-8f84-3deabf0a4eaa · outbound

This paper cites Urban on -demand delivery via autonomous aerial mobility: Formulation and exact algorithm,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Urban on -demand delivery via autonomous aerial mobility: Formulation and exact algorithm,

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:43:45.071697Z

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Observation e10fe525-816b-4500-832f-a4e5c9f02705 · outbound

This paper cites Crowdsourced auction - based framework for time -critical and budget-constrained last mile del ivery,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Crowdsourced auction - based framework for time -critical and budget-constrained last mile del ivery,

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:43:45.079189Z

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Observation 4328d9d2-365f-4326-a2df-8ec2c804c404 · outbound

This paper cites an unresolved cited work.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Unresolved cited work

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:43:45.073716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation bc16608c-83f6-47bb-9147-2e4f85f6f399 · outbound

This paper cites Collaborative task allocation fo r large-scale heterogeneous UAV swarm: A hierarchical coalition for mation game method,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Collaborative task allocation fo r large-scale heterogeneous UAV swarm: A hierarchical coalition for mation game method,

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T18:03:48.382255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ad240bde-0acf-4624-b356-30bc3abced0d · outbound

This paper cites Cooperat ive task allocation and path planning for multi -UAVs in low-altitude u rban intelligent transportation systems,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Cooperat ive task allocation and path planning for multi -UAVs in low-altitude u rban intelligent transportation systems,

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:43:45.081788Z

Source-reported events for the cited work

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Observation aa53173c-fbf2-4e07-a579-548d8fa4ffb4 · outbound

This paper cites Coalition -based facility location optimization for urban UAV logistics,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Coalition -based facility location optimization for urban UAV logistics,

Reference 12

Resolution: verified exact; doi, observed 2026-06-29T17:43:45.104883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 316e6f6a-7821-4fc1-80ff-a1da32c6c58b · outbound

This paper cites Joint UA V deployment, power allocation, and coalition formation for physical l ayer security in heterogeneous networks,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Joint UA V deployment, power allocation, and coalition formation for physical l ayer security in heterogeneous networks,

Reference 13

Resolution: verified exact; doi, observed 2026-06-29T17:43:45.061934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 97be421b-3695-4f29-8107-49eee0a181ed · outbound

This paper cites A heuristic task allocation metho d based on overlapping coalition formation game for heterogeneous U AVs,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach A heuristic task allocation metho d based on overlapping coalition formation game for heterogeneous U AVs,

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:43:45.068145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 793ba7be-202b-4c8b-ac70-ae82f00718f5 · outbound

This paper cites A task -driven sequential overlapping coalition formation game for resource allocati on in heterogeneous UAV networks,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach A task -driven sequential overlapping coalition formation game for resource allocati on in heterogeneous UAV networks,

Reference 15

Resolution: verified exact; doi, observed 2026-06-29T17:43:45.060153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d9a43e0f-5b35-4ed8-b6d3-038b4503a7fc · outbound

This paper cites DDL: Empowering delivery drones with large -scale u rban sensing capability,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach DDL: Empowering delivery drones with large -scale u rban sensing capability,

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:43:45.069112Z

Source-reported events for the cited work

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Observation 3d64658d-16d8-4742-82fa-9258d5e0a0fa · outbound

This paper cites Cooperative air-ground instant delivery by UAVs and cr owdsourced taxis: Joint UAV station deployment and delivery schedul ing,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Cooperative air-ground instant delivery by UAVs and cr owdsourced taxis: Joint UAV station deployment and delivery schedul ing,

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:43:45.064705Z

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Observation 86ef0fc1-2d0d-4786-bcf9-8b3aae11b439 · outbound

This paper cites Centralized task allocation for multiple UAVs in time -cons traint industrial IoT operations,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Centralized task allocation for multiple UAVs in time -cons traint industrial IoT operations,

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:43:45.079382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation ef7e140e-e8c7-4211-ae82-b7d8a76626f0 · outbound

This paper cites Multi -agent reinfo rcement learning-based coordinated dynamic task allocation for hetero genous UAVs,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Multi -agent reinfo rcement learning-based coordinated dynamic task allocation for hetero genous UAVs,

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:43:45.074599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6200b2f9-4068-4b57-8f87-363e6a9db06f · outbound

This paper cites Fast task allocatio n for heterogeneous unmanned aerial vehicles through reinforcement l earning,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Fast task allocatio n for heterogeneous unmanned aerial vehicles through reinforcement l earning,

Reference 20

Resolution: verified exact; doi, observed 2026-06-29T17:43:45.107043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1003c854-3c99-4e43-bcf6-b70846e030dc · outbound

This paper cites Energy efficient task cooperation for multi -UAV netw orks: A coalition formation game approach,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Energy efficient task cooperation for multi -UAV netw orks: A coalition formation game approach,

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:43:45.058321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b56c05de-79e3-41c9-9b94-bf79faf99aec · outbound

This paper cites Differential flatness -based fast tr ajectory planning for fixed -wing autonomous aerial vehicles,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Differential flatness -based fast tr ajectory planning for fixed -wing autonomous aerial vehicles,

Reference 22

Resolution: verified exact; doi, observed 2026-06-29T17:43:45.052458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9900b2fd-e5bc-4f49-b4fd-b6558d821503 · outbound

This paper cites Joint task assignment and spectrum allocation in hetero geneous UAV communication networks: A coalition formation game -t heoretic approach,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Joint task assignment and spectrum allocation in hetero geneous UAV communication networks: A coalition formation game -t heoretic approach,

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:43:45.102775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d9389c98-998c-4f7e-8d73-6bc0ad179b43 · outbound

This paper cites Hybrid transformer based multi - agent reinforcement learning for multiple unpiloted aerial vehicle coor dination in air corridors,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Hybrid transformer based multi - agent reinforcement learning for multiple unpiloted aerial vehicle coor dination in air corridors,

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:43:45.094374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b7cfa373-8813-4fbe-8f4f-5daf63ec73d6 · outbound

This paper cites Training stochastic model recognition algorithms as net works can lead to maximum mutual information estimation of paramet ers,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Training stochastic model recognition algorithms as net works can lead to maximum mutual information estimation of paramet ers,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-29T17:38:35.614870Z

Source-reported events for the cited work

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Observation 2f4f78f1-c0fa-4fbf-8729-9d23ad3aec25 · outbound

This paper cites Soft Actor-Critic Algorithms and Applications.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Soft Actor-Critic Algorithms and Applications

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-06-29T17:43:45.091597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f2e2664b-5c81-47c1-acc1-5a1c4223150f · outbound

This paper cites UAV-assisted real-time video transmission for vehicles: A soft actor –critic DRL approach,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach UAV-assisted real-time video transmission for vehicles: A soft actor –critic DRL approach,

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:43:45.097032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 07b03fbc-c094-4732-aefe-d7bd27b889db · outbound

This paper cites Principles of tabu search,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Principles of tabu search,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-29T17:38:35.614870Z

Source-reported events for the cited work

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Observation 2bd00c2d-956e-447b-b335-aa53c8afad27 · outbound

This paper cites Potential games,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Potential games,

Reference 29

Resolution: malformed identifier; doi_truncated, observed 2026-06-29T17:43:45.066472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 94708649-ec74-47a4-a029-4d879d013454 · outbound

This paper cites Cooperative task allocation with si multaneous arrival and resource constraint for multi -UAV using a gen etic algorithm,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach Cooperative task allocation with si multaneous arrival and resource constraint for multi -UAV using a gen etic algorithm,

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:43:45.101220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9a80353e-b318-45fd-9773-cc5915b65676 · outbound

This paper cites A two -stage game framework to sec ure transmission in two -tier UAV networks,.

Heterogeneous AAV Logistics Task Allocation: A Reinforcement Learning Enhanced Overlapping Coalition Formation Game Approach A two -stage game framework to sec ure transmission in two -tier UAV networks,

Reference 31

Resolution: malformed identifier; doi_truncated, observed 2026-06-29T17:43:45.098664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

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