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Paper Citation Record · LEDGER

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

As of 7 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 2026-08-07T06:34:17.273281+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.

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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=sha256:04751e110d617b259c4bc20549ea70f7c2396012981ad4c990f1ed590709acea

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:14.487204Z digest=sha256:eee80502ed59697d0a1ea4b454514f4a3ea948cac182ffa8e4eb67abb044fce0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:14.562226Z digest=sha256:7e48953ac256935086289b9dbce498d2372f6c7f7091809a7c88eb590f446c8d

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

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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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:14.709950Z digest=sha256:667b437b43c1ab631ab5d0e90cf8659cc4f36dce2c13bfc1c42b335567ccafc2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:14.801947Z digest=sha256:6fc18b2129936776f92967a6dc6fa2d04942703d9585929ff41621a3ec4f4a3b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:14.894731Z digest=sha256:8f19d6b6acc7a3506e51b1230e4bb96d443485cb921d6b30039b3fee7e7ccec4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:14.992756Z digest=sha256:ba03955696e1aa98dff74190c5422a09eaa0c6db0a26607b31abfa813ea8872e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:15.068508Z digest=sha256:60d72f7e7633d907414b9f9d1f21e1e5be326b3bb9de6ac716b0d823c537fe2f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:15.152633Z digest=sha256:ee6b73f1783b3cca6f8375a42f2691863bc27e2275b909a8721038662f1f288e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:15.308458Z digest=sha256:e6bada8b1c748db9b6de2d9d45302500505e7935566f19d731aa7f346841d7db

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:15.422004Z digest=sha256:16e455108ff7dbb9ea089102c4737aa63bde3f3d5ab28bb7985c0990994ddc1d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:15.552247Z digest=sha256:8f25caf4beddb163ef2d0c08bb946702544427caf300924bebb6544b57dd99b9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:15.664764Z digest=sha256:46550591d72b85094c57a161ec76dd8a9419176323c6d9224fbf997f8826d11b

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

Resolution
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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:15.751834Z digest=sha256:52ab1c100229d0223e619c59cf1eaa43bc47a0513b495b77c031052266bfc421

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:15.847823Z digest=sha256:0bc525fd2e6e279317ba908855a50b937fd5c44d19ef29ab4ba41ee4435565d0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:15.893768Z digest=sha256:01560c05243b9e200c18258805182bdd4436abd018939540bca36395019c2e6f

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

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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:15.982130Z digest=sha256:c8f0c0b3a1541d726ec1192838bfedf368d3fd479c5794281e2c4a94fb7f1858

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:16.017397Z digest=sha256:93065f8c37fe41e14e8fecd16b9cf944aa45337723910d8af8d4b79b55d7f9ec

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:16.077142Z digest=sha256:a6331c5f45eeec791915962b18fc60487c546d3a1a56c3cb997b90c56100088d

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:16.155859Z digest=sha256:e0c579cbae1742b38fed955fd6861657ff76aa52fc7ac36b7ad2b7481b731687

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:16.235217Z digest=sha256:bd5d899e75aa21cb88e94ab3a39f15fd888cdc169d9585f5a1f3542297aba498

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:16.299401Z digest=sha256:39096bde7bf38317c527bc2d71a827e8ab82a83a0c2e2349c31ef051167ed579

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:16.389752Z digest=sha256:8ee0d77a9eb69610f77959c035cfc0ccabba356160bd49f43bef7abb2b133b2d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:16.484747Z digest=sha256:7366f239a31141d6a3375b94e633c4a6dae1aacdd6a0a3ff3ae504f7d72a8a10

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:16.572381Z digest=sha256:2b90c5801d6bdfbffc3a9aadce1f4b40a2a678f9945718a5d4991303750b3048

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:16.628839Z digest=sha256:ce2f621eefc4405389e5a4f9c1387c5cea435416f2e0140e50a79d0984342d45

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:16.721028Z digest=sha256:6cb5a2d01cd45d4327098e1f69594e0d490e978666fb1c28e561e139e07a1e44

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:16.842919Z digest=sha256:3a30b69e28fccdb56112a5e89e7e52e5bc8d12de5939dd3cda265bcd9a35e1f8

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:20:16.926817Z digest=sha256:1271d9b03c4824fbb64ca8aa0ff085f208885c85679580ff4acbe9c01f20b26d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:21:07.574855Z digest=sha256:936c0cfc182ad29f2eeab9a0aea317562524d86db01755e315c7966f20765b68

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:21:07.704751Z digest=sha256:98a5b23d406e0fb8b0f3b05a42a08fab5953cca6d823a4beb394c890dae44e91

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:21:07.769440Z digest=sha256:79a43158fcca19477f84ab8e616c086e213c49d4bee588573f76b6f695023c27

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:21:07.876155Z digest=sha256:64511e061329ff4af08292d47b580457d718e743653ec7bd48ff1c6690a1d4d1

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=sha256:257437ae7572afaab1a3d8b0e805c8b6a477256a21aeffff006037f40d858f74

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:21:07.975800Z digest=sha256:bae7ddef4a89727297f524e3c48df36d96cefb120312086a11bdfa1467bd7ec0

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:e0f291f6f5a226a823ea324c9d1cca21833dfccf98fb9e1d3365fabc4ae8ce22

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T22:21:08.116506Z digest=sha256:e8b22c69918bbe60cab2b8bdb2edfbf1a55665e3f50dc98c3cfb288b9f4a9194

Pith citing papers

No inbound Pith citation observations are available.