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Paper Citation Record · LEDGER

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion

As of 18 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2506.21933.

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

pith.paper-citation-record.v1
2506.21933 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:21:08.116506Z

measured 39 of 39 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

39 of 39 outbound references displayed

  • verified exact3
  • verified fuzzy32
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 35aa50b8-a67b-4bb7-9f23-42762b3a026a · outbound

This paper cites Generative AI-enabled Wireless Communications for Robust Low-Altitude Economy Networking.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Generative AI-enabled Wireless Communications for Robust Low-Altitude Economy Networking

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T22:20:14.300576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:20:14.300576Z digest=sha256:a9dee501ae729c34dd668a715d037f6e7e4178bc2ada4923613348a5554ada99

Observation bcc882e2-05af-4d49-8389-fdc4f991d3e1 · outbound

This paper cites UAV Swarm-enabled Collaborative Post-disaster Communications in Low Altitude Economy via a Two-stage Optimization Approach.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion UAV Swarm-enabled Collaborative Post-disaster Communications in Low Altitude Economy via a Two-stage Optimization Approach

Reference 2

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unresolved
no resolver link, observed 2026-08-06T22:20:14.338421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:20:14.338421Z digest=sha256:7c481d73776f57973cae2ac0a7057124e44057d7bf5da4c54f17ddb62428b15a

Observation 8e90f4a6-c063-43e0-805b-37c6e88bc3ff · outbound

This paper cites Deep Rein- forcement Learning and Nash Equilibrium Game-Based Task Offloading Optimization Strategy for the IoV,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Deep Rein- forcement Learning and Nash Equilibrium Game-Based Task Offloading Optimization Strategy for the IoV,

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-06T22:21:13.535831Z

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.

source=pdf_text observed=2026-08-06T22:20:14.487204Z digest=sha256:2a9b182e5b4f5547f787ac70b8b80811f851fc955944746e8a9830c8dcc9183c

Observation a0ab44c5-96ad-479f-8ca3-ca2c77ba4e13 · outbound

This paper cites AI-Empowered Multiple Access for 6G: A Survey of Spectrum Sensing, Protocol Designs, and Optimizations,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion AI-Empowered Multiple Access for 6G: A Survey of Spectrum Sensing, Protocol Designs, and Optimizations,

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-06T22:21:13.395842Z

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.

source=pdf_text observed=2026-08-06T22:20:14.562226Z digest=sha256:ca87cbca8e1d1be201f062ae891356bbb7ecd567a6615181ca143674c9f1371e

Observation 3325d949-9ada-4dde-b2a8-f42402aed3a2 · outbound

This paper cites Multi-Agent Deep Reinforcement Learning for Task Offloading in UA V-Assisted Mobile Edge Computing,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Multi-Agent Deep Reinforcement Learning for Task Offloading in UA V-Assisted Mobile Edge Computing,

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-06T22:21:13.212297Z

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.

source=pdf_text observed=2026-08-06T22:20:14.641867Z digest=sha256:7bbc3e75e1a994ca615b185898f339cdef756bc2bc16723967ed385ef69dd639

Observation ae0f23d9-7d03-4f80-bab6-4b8af03aba00 · outbound

This paper cites Energy Efficient Task Offloading and Resource Allocation in Air-Ground Integrated MEC Systems: A Distributed Online Approach,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Energy Efficient Task Offloading and Resource Allocation in Air-Ground Integrated MEC Systems: A Distributed Online Approach,

Reference 6

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verified fuzzy
raw_fallback, observed 2026-08-06T22:21:13.058006Z

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.

source=pdf_text observed=2026-08-06T22:20:14.709950Z digest=sha256:a8c048fc1a5d5fe954591324523757c02e9e2e425f6f6d2ac28af6216cf8f9e2

Observation dd87668c-b982-4704-bd2d-f6407caea53b · outbound

This paper cites TJCCT: A Two-Timescale Approach for UA V-Assisted Mobile Edge Computing,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion TJCCT: A Two-Timescale Approach for UA V-Assisted Mobile Edge Computing,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:12.807306Z

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.

source=pdf_text observed=2026-08-06T22:20:14.801947Z digest=sha256:85ad6283c44419f42e67cf705982c3b3b96ca058b995b61e265352ca4bf59e9b

Observation 629b8afe-a3c7-4900-8aad-48bc881d7e47 · outbound

This paper cites Joint Resource Management for Energy-efficient UA V- Assisted SWIPT-MEC: A Deep Reinforcement Learning Approach,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Joint Resource Management for Energy-efficient UA V- Assisted SWIPT-MEC: A Deep Reinforcement Learning Approach,

Reference 8

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verified fuzzy
raw_fallback, observed 2026-08-06T22:21:12.649822Z

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.

source=pdf_text observed=2026-08-06T22:20:14.894731Z digest=sha256:d2249e352f424555d463011fc824784dfe719c38bcd2fe01ae3cb5da21ab220d

Observation e2acae7f-2a41-411e-9036-6ce48d6c54ca · outbound

This paper cites Multi-Objective Optimization for Multi-UA V-Assisted Mobile Edge Computing,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Multi-Objective Optimization for Multi-UA V-Assisted Mobile Edge Computing,

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-06T22:21:12.437986Z

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.

source=pdf_text observed=2026-08-06T22:20:14.992756Z digest=sha256:671025457a02b88ffe8c52c30117bd1399679d3d8b95e35483c5b342c55d24da

Observation 92696340-de57-4e5f-adfb-4dd890a06b33 · outbound

This paper cites UA V-Assisted Joint Mobile Edge Computing and Data Collection via Matching-Enabled Deep Reinforcement Learning,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion UA V-Assisted Joint Mobile Edge Computing and Data Collection via Matching-Enabled Deep Reinforcement Learning,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:12.202863Z

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.

source=pdf_text observed=2026-08-06T22:20:15.068508Z digest=sha256:98a4c3938c2ee55cd312ea8a4c1c396e6f2952ed22eb9416118db055fb4d621a

Observation b9efa67c-832d-4e65-8652-6aeab31a9599 · outbound

This paper cites Joint Data Collection and Transmission in 6G Aerial Access Networks,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Joint Data Collection and Transmission in 6G Aerial Access Networks,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:12.005808Z

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.

source=pdf_text observed=2026-08-06T22:20:15.152633Z digest=sha256:533af27aeb6489a67a4d216a282577d90f92b23f2f064ed08f8d02a7cf5db352

Observation 43447d22-3de6-43fe-955a-9258acf50012 · outbound

This paper cites Joint Task Offloading and Resource Allocation in Aerial- Terrestrial UA V Networks With Edge and Fog Computing for Post- Disaster Rescue,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Joint Task Offloading and Resource Allocation in Aerial- Terrestrial UA V Networks With Edge and Fog Computing for Post- Disaster Rescue,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:11.750429Z

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.

source=pdf_text observed=2026-08-06T22:20:15.308458Z digest=sha256:65caead6502899d5cf15d40ee1a27a68762042c6202ddb4899279d9f1e6ac488

Observation d8843327-728c-45c0-8983-aa98727dd92a · outbound

This paper cites Intelligent Computation Offloading and Trajectory Planning for 3-D Target Search in Low-Altitude Economy Scenarios,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Intelligent Computation Offloading and Trajectory Planning for 3-D Target Search in Low-Altitude Economy Scenarios,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:11.652587Z

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.

source=pdf_text observed=2026-08-06T22:20:15.422004Z digest=sha256:aa8717f5386e772028e29662a42f54f9ddf6cd1083bd46948e85b7bf4c330c8a

Observation 9a9de21a-4e19-40be-b434-0402bb2dd975 · outbound

This paper cites Task Delay and Energy Consumption Minimization for Low-altitude MEC via Evolutionary Multi-objective Deep Reinforcement Learning.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Task Delay and Energy Consumption Minimization for Low-altitude MEC via Evolutionary Multi-objective Deep Reinforcement Learning

Reference 14

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local_arxiv, observed 2026-08-06T22:21:08.716716Z

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.

source=pdf_text observed=2026-08-06T22:20:15.552247Z digest=sha256:24524e79b9bcd4fa29fc2f9e3433ec2089d271753fd81c6110d68438621671b7

Observation ae313393-6503-48b9-90c0-a5ffea0d7550 · outbound

This paper cites Generative AI for Lyapunov Optimization Theory in UAV-based Low-Altitude Economy Networking.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Generative AI for Lyapunov Optimization Theory in UAV-based Low-Altitude Economy Networking

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-08-06T22:21:08.618184Z

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.

source=pdf_text observed=2026-08-06T22:20:15.664764Z digest=sha256:78516f5028ec8050a0bfc06a1c8b28c0f384af33f811b0d1f3e201e5364d380f

Observation e5ffd73f-441b-43f0-a340-923a5420142c · outbound

This paper cites Online Learning Aided Decentralized Multi-User Task Offloading for Mobile Edge Computing,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Online Learning Aided Decentralized Multi-User Task Offloading for Mobile Edge Computing,

Reference 16

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raw_fallback, observed 2026-08-06T22:21:11.519905Z

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.

source=pdf_text observed=2026-08-06T22:20:15.751834Z digest=sha256:e4f8141ea3d96f458618f318baf90d5053fc790791c05c37e7a6d59fbde664f2

Observation a06eeb89-b71a-4b87-8d94-bac03784f502 · outbound

This paper cites Hierarchical Task Offloading for Vehicular Fog Computing Based on Multi-Agent Deep Reinforcement Learning,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Hierarchical Task Offloading for Vehicular Fog Computing Based on Multi-Agent Deep Reinforcement Learning,

Reference 17

Resolution
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raw_fallback, observed 2026-08-06T22:21:11.396379Z

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.

source=pdf_text observed=2026-08-06T22:20:15.847823Z digest=sha256:e2e2f60d4d7cb62e34e74c6bc9de491c62904df61c8abc2d3e78ff95f1ee3945

Observation 3f6d2021-2241-4018-85e9-1ae3904f0e7d · outbound

This paper cites Multi-UA V Cooperative Task Offloading and Resource Allocation in 5G Advanced and Beyond,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Multi-UA V Cooperative Task Offloading and Resource Allocation in 5G Advanced and Beyond,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:11.292461Z

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.

source=pdf_text observed=2026-08-06T22:20:15.893768Z digest=sha256:bb222a36bd0e297293e4a9640fc5c25c115944df8d0e951f3b1884dcec98f234

Observation 209c29af-9220-42fd-9d29-ac96faa46a58 · outbound

This paper cites UA V-Assisted Task Offloading in Vehicular Edge Computing Networks,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion UA V-Assisted Task Offloading in Vehicular Edge Computing Networks,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:11.202720Z

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.

source=pdf_text observed=2026-08-06T22:20:15.982130Z digest=sha256:40888bd3c5a20559aeaff2fc39d1e61b0039ed4dfa0d62d2a0eafd490d617eda

Observation 5a35d223-1507-41b8-a253-0385d0e4bf93 · outbound

This paper cites Joint Offloading Decision, User Association, and Resource Allocation in Hierarchical Aerial Computing: Collaboration of UA Vs and HAP,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Joint Offloading Decision, User Association, and Resource Allocation in Hierarchical Aerial Computing: Collaboration of UA Vs and HAP,

Reference 20

Resolution
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raw_fallback, observed 2026-08-06T22:21:11.098925Z

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.

source=pdf_text observed=2026-08-06T22:20:16.017397Z digest=sha256:510bb823cfcdab1d07ebc4f4b5fc336b6afa8c519289610ae2b77ec76fce36e5

Observation ec980349-0586-4b4f-909c-55f54263cbc3 · outbound

This paper cites Edge-Assisted Multi-Layer Offloading Optimization of LEO Satellite-Terrestrial Integrated Networks,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Edge-Assisted Multi-Layer Offloading Optimization of LEO Satellite-Terrestrial Integrated Networks,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:10.956336Z

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.

source=pdf_text observed=2026-08-06T22:20:16.077142Z digest=sha256:63c5a127ebca6748e6e580d2aeb6d566c78c37e3c01dc35116c6bc996335a43b

Observation b0b15e2d-a201-4f7e-b64a-42650cc2b045 · outbound

This paper cites Cluster-Based Multi- Agent Task Scheduling for Space-Air-Ground Integrated Networks,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Cluster-Based Multi- Agent Task Scheduling for Space-Air-Ground Integrated Networks,

Reference 22

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raw_fallback, observed 2026-08-06T22:21:10.826548Z

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.

source=pdf_text observed=2026-08-06T22:20:16.155859Z digest=sha256:ff27ccf702c43591720d6c520c297cd1564a14c26a20c7c885ab0fcd2db50d77

Observation 22590848-6863-447a-ab16-bcd8da89798d · outbound

This paper cites Energy Consumption Minimization in UA V-Assisted Mobile-Edge Computing Systems: Joint Resource Allocation and Trajectory Design,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Energy Consumption Minimization in UA V-Assisted Mobile-Edge Computing Systems: Joint Resource Allocation and Trajectory Design,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:10.712871Z

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.

source=pdf_text observed=2026-08-06T22:20:16.235217Z digest=sha256:596030becb078523e9b402405d35c70dca4c886d549b4e7400ba38d80d63aceb

Observation d38a0667-2548-46f3-8604-50312493c318 · outbound

This paper cites Computation Offloading and Service Caching in Heterogeneous MEC Wireless Networks,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Computation Offloading and Service Caching in Heterogeneous MEC Wireless Networks,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:10.589968Z

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.

source=pdf_text observed=2026-08-06T22:20:16.299401Z digest=sha256:8ef5725c93f06442c6df53d42b1846b8901c5a613e2c5ca2a551dd0a47ca0a03

Observation f6d10456-9bc6-44c7-8b9d-fd7b323b2dd6 · outbound

This paper cites Proactive Traffic Offloading in Dynamic Integrated Multisatellite Terrestrial Net- works,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Proactive Traffic Offloading in Dynamic Integrated Multisatellite Terrestrial Net- works,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:10.483483Z

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.

source=pdf_text observed=2026-08-06T22:20:16.389752Z digest=sha256:93f1d270161cd579be68b61a83d7c6a73825f9017b775575decd2737d074d826

Observation 08142ab1-c90d-421a-8278-edfed03a789e · outbound

This paper cites MADDPG-Based Joint Service Placement and Task Offloading in MEC Empowered Air–Ground Integrated Networks,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion MADDPG-Based Joint Service Placement and Task Offloading in MEC Empowered Air–Ground Integrated Networks,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:10.325096Z

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.

source=pdf_text observed=2026-08-06T22:20:16.484747Z digest=sha256:0ec28912e6b292c65f36557e419117593bacabe9d5bef5bf6e6e664919256fc3

Observation 892fa0af-d71e-4ad6-b5fd-3e34bd1026a1 · outbound

This paper cites DiffSG: A Generative Solver for Network Optimization with Diffusion Model,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion DiffSG: A Generative Solver for Network Optimization with Diffusion Model,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:10.239053Z

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.

source=pdf_text observed=2026-08-06T22:20:16.572381Z digest=sha256:513a7309e18fa39f1edd9fb32411461060a801ad7038ed4d2fbe8785fe92bf25

Observation 6f0e7352-f45a-4612-8417-47745517914e · outbound

This paper cites Diffusion Models as Network Optimizers: Explorations and Analysis,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Diffusion Models as Network Optimizers: Explorations and Analysis,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:10.137733Z

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.

source=pdf_text observed=2026-08-06T22:20:16.628839Z digest=sha256:c0bf7aff22809f4803b0b1f1f7aa4653cfc92938d7cd0c048dd842714fb4119d

Observation 8130db39-d980-420d-879e-54f3d3d7417f · outbound

This paper cites GDSG: Graph Diffusion-based Solution Generator for Optimization Problems in MEC Networks,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion GDSG: Graph Diffusion-based Solution Generator for Optimization Problems in MEC Networks,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:09.980712Z

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.

source=pdf_text observed=2026-08-06T22:20:16.721028Z digest=sha256:7af8812e4d9fd89d552ec510d4a6d9d4087442cd25f04a55f081fb99c2b5332f

Observation 69b3c0e6-d0f6-43a1-8814-c19caaa72238 · outbound

This paper cites Computation Offloading in Multi-Access Edge Computing: A Multi-Task Learning Approach,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Computation Offloading in Multi-Access Edge Computing: A Multi-Task Learning Approach,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:09.762186Z

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.

source=pdf_text observed=2026-08-06T22:20:16.842919Z digest=sha256:aa4c4a829a6de5027f38551a7760edb20cf6eef1d18d933482f57fff2223b5a6

Observation 2fc48096-bb88-4202-a550-cd2985d677fd · outbound

This paper cites Cross-Problem Solving for Network Optimization: Is Problem-Aware Learning the Key?.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Cross-Problem Solving for Network Optimization: Is Problem-Aware Learning the Key?

Reference 31

Resolution
verified exact
raw_fallback, observed 2026-08-06T22:21:08.496890Z

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.

source=pdf_text observed=2026-08-06T22:20:16.926817Z digest=sha256:3347892c2a08289a2b845c3b0392840e8f71379bf001b8c3e24e3ee672cd2bdd

Observation 5f7d424f-39f6-4655-838d-c31eb639f68e · outbound

This paper cites DNN Partitioning, Task Offloading, and Resource Allocation in Dynamic Vehicular Networks: A Lyapunov-Guided Diffusion-Based Reinforcement Learning Approach,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion DNN Partitioning, Task Offloading, and Resource Allocation in Dynamic Vehicular Networks: A Lyapunov-Guided Diffusion-Based Reinforcement Learning Approach,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:09.661387Z

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.

source=pdf_text observed=2026-08-06T22:21:07.574855Z digest=sha256:91ce307afaee382bd57a75f06e356f0ca2432689531ca9890e458a46b710cb53

Observation 54afadb0-4daa-4a14-b9d2-f2010b399ce6 · outbound

This paper cites A Survey on Uplink Resource Allocation in OFDMA Wireless Networks,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion A Survey on Uplink Resource Allocation in OFDMA Wireless Networks,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:09.517537Z

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.

source=pdf_text observed=2026-08-06T22:21:07.704751Z digest=sha256:365b1f3161fd6ab6753b61547b9e2f39161af773a1c48503df651c9dc452bbd3

Observation 66b269da-4e69-4cca-89f8-6d524d6c9181 · outbound

This paper cites Enhancing AIoT Device Association With Task Offloading in Aerial MEC Networks,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Enhancing AIoT Device Association With Task Offloading in Aerial MEC Networks,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:09.380030Z

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.

source=pdf_text observed=2026-08-06T22:21:07.769440Z digest=sha256:b9f596f48e2ea1c1b203194d0d1eae41e1084019cc961dbd4b478c22d6f0a64e

Observation ea478b28-e990-4989-aaa5-30e333b2a2d4 · outbound

This paper cites Secure Communications for UA V-Enabled Mobile Edge Computing Systems,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Secure Communications for UA V-Enabled Mobile Edge Computing Systems,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:09.218190Z

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.

source=pdf_text observed=2026-08-06T22:21:07.876155Z digest=sha256:3f9fa5ee02cea02c5bd49d0a765c1ba33d2297f10e4b3b329cab17aaeaa1ce6a

Observation 1a08b350-5fc5-48ca-8120-d15eabc9d3a0 · outbound

This paper cites Graph Attention Networks.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Graph Attention Networks

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T22:21:07.939660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:21:07.939660Z digest=sha256:6c7d8b4681b5757cc1107b63238eff45f2678e021c6ae0feba44d273056cc7b5

Observation 2dc84317-0cc5-433b-9513-e74676c8e129 · outbound

This paper cites Denoising Diffusion Probabilistic Models,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Denoising Diffusion Probabilistic Models,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:09.115779Z

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.

source=pdf_text observed=2026-08-06T22:21:07.975800Z digest=sha256:e6a96ab56829f18d2d0d75e20af9a3c38df0d432a3c8e6a14109159ac94f9e22

Observation 857e2165-4846-40c0-a205-4b772740c30a · outbound

This paper cites Denoising Diffusion Implicit Models.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Denoising Diffusion Implicit Models

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T22:21:08.029527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:21:08.029527Z digest=sha256:1658e6180be33f3e6d529e35a1f7d1f89a0488c579ebb312dc1c86cc75162c2e

Observation 25112aaf-0e0e-44d6-9caa-51e923cf4451 · outbound

This paper cites Graph-Reinforcement-Learning-Based Task Offloading for Multiaccess Edge Computing,.

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Graph-Reinforcement-Learning-Based Task Offloading for Multiaccess Edge Computing,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:21:08.959300Z

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.

source=pdf_text observed=2026-08-06T22:21:08.116506Z digest=sha256:7a377c6824810f0e278d2b14ce3a5df3ea4e688d5714f9d14d870f2e3ff66dc5

Pith citing papers

No inbound Pith citation observations are available.