Paper Citation Record · LEDGER

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning

As of 14 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2507.05722.

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

pith.paper-citation-record.v1
2507.05722 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:24:10.953212Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

18 of 18 outbound references displayed

verified exact0
verified fuzzy18
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1c696dd0-8dd5-40cf-a8f5-1841716e2840 · outbound

This paper cites Regional-centralized content dissemination for eV2X services in 5G mmwave-enabled IoV,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning Regional-centralized content dissemination for eV2X services in 5G mmwave-enabled IoV,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:14.359204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0b38f754-3f87-46d8-b7b6-36a9f747985c · outbound

This paper cites V e hicular communication networks in the automated driving era,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning V e hicular communication networks in the automated driving era,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:14.244410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 075f909f-e37e-44c7-ad84-596cb8d02415 · outbound

This paper cites Generative AI-e nhanced cooperative MEC of UA Vs and ground stations for unmanned sur face vehicles,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning Generative AI-e nhanced cooperative MEC of UA Vs and ground stations for unmanned sur face vehicles,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:14.118775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5c2ce9a2-4d15-4bd9-b56a-87198e016226 · outbound

This paper cites An UA V-enabled inte lligent connected transportation system with 6G communications fo r Internet of vehicles,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning An UA V-enabled inte lligent connected transportation system with 6G communications fo r Internet of vehicles,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:13.967098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ba938e9c-f99c-4ecc-97bc-a8cb5c2601ce · outbound

This paper cites U A V- assisted vehicular edge computing for the 6G Internet of veh icles: Architecture, intelligence, and challenges,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning U A V- assisted vehicular edge computing for the 6G Internet of veh icles: Architecture, intelligence, and challenges,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:13.804202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3c30f80f-53fe-4f86-b7fd-07d938f6087b · outbound

This paper cites Co- operative cognitive dynamic system in UA V swarms: Reconﬁgu rable mechanism and framework,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning Co- operative cognitive dynamic system in UA V swarms: Reconﬁgu rable mechanism and framework,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:13.568541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a78ba0ee-990b-4f70-8650-7a30ed4aca4e · outbound

This paper cites Adaptive qoe-aware sfc orc hestration in uav networks: A deep reinforcement learning approach,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning Adaptive qoe-aware sfc orc hestration in uav networks: A deep reinforcement learning approach,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:13.323732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d9939c82-e4c7-4b7f-b09e-ae38b547d5b4 · outbound

This paper cites Distributionally robust optimization for aerial multi-a ccess edge computing via cooperation of UA Vs and HAPs,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning Distributionally robust optimization for aerial multi-a ccess edge computing via cooperation of UA Vs and HAPs,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:13.085240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation dd3da994-488b-4ae4-a5a6-fbf0888f4683 · outbound

This paper cites Flexedge: Digital twin- enabled task ofﬂoading for UA V-aided vehicular edge comput ing,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning Flexedge: Digital twin- enabled task ofﬂoading for UA V-aided vehicular edge comput ing,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:12.875558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d8bee9f3-17ca-4459-94d1-ab09505f00c6 · outbound

This paper cites Joint task ofﬂoading and resource allocation in UA V-enabled mobile edge computing,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning Joint task ofﬂoading and resource allocation in UA V-enabled mobile edge computing,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:12.567537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 30742234-89da-4206-a8c1-edeba8c3fef4 · outbound

This paper cites Energy-efﬁcient resource management in UA V-assisted mobile edge computing,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning Energy-efﬁcient resource management in UA V-assisted mobile edge computing,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:12.313487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 050b3320-86dd-406e-9669-f58ec8cc65b4 · outbound

This paper cites Service function chain dynamic scheduling in space-air-ground int egrated networks,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning Service function chain dynamic scheduling in space-air-ground int egrated networks,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:12.093465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7d8223df-d651-4e90-9ff0-79ace63aad71 · outbound

This paper cites UA V-assisted task ofﬂoading in vehicular edge computing networks,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning UA V-assisted task ofﬂoading in vehicular edge computing networks,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:11.942742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b5ec2e6e-1d7c-46fd-97b0-045f75294828 · outbound

This paper cites Deep reinforcement learning based resource management for multi-access edge computing in vehicular ne tworks,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning Deep reinforcement learning based resource management for multi-access edge computing in vehicular ne tworks,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:11.822265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3aa0e397-74e8-4f8e-9679-ea95f40ee7e4 · outbound

This paper cites UA V-relaying-assisted multi- access edge computing with multi-antenna base station: Ofﬂ oading and scheduling optimization,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning UA V-relaying-assisted multi- access edge computing with multi-antenna base station: Ofﬂ oading and scheduling optimization,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:11.686080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 46b31bf2-f257-428d-82fe-f8cecae826cb · outbound

This paper cites A survey on channel soundin g technologies and measurements for UA V-assisted communica tions,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning A survey on channel soundin g technologies and measurements for UA V-assisted communica tions,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:11.514380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 18c0dca8-2792-48e1-9298-b22a6e3377cc · outbound

This paper cites Sparse bayesian learning-based hierarchical cons truction for 3d radio environment maps incorporating channel shadowing ,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning Sparse bayesian learning-based hierarchical cons truction for 3d radio environment maps incorporating channel shadowing ,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:11.348633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4da59e62-3a50-4bd4-961d-4b2dbf40412f · outbound

This paper cites Hierarchical aerial computing for Internet of things via cooperation of HAPs and UA Vs,.

Hierarchical Task Offloading for UAV-Assisted Vehicular Edge Computing via Deep Reinforcement Learning Hierarchical aerial computing for Internet of things via cooperation of HAPs and UA Vs,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:24:11.181579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

No inbound Pith citation observations are available.