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Paper Citation Record · LEDGER

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

As of 8 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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:14.487204Z digest=sha256:a6de028f1c82a759d258f79157ee95bee1535f83b948fcee2190369c1d14fd53

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

Resolution
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:14.562226Z digest=sha256:b1437554101c0480a59a1351a6b0e37cf94818ab80d3a9fdde1545a77dee5119

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:14.641867Z digest=sha256:37e2a090abc64b6069a84c82fa41830ffef98dd5d1bbbcc46a48e23afe4e503d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:14.709950Z digest=sha256:1e68aabe525e87f9c45605f43a0dbb20570af19710aab29c91607db83f72f7c0

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:14.801947Z digest=sha256:8cea0ef83ee2a60f5ffe54a238686d9e50ee293c47ad0ffba3f631093fdd6822

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:14.894731Z digest=sha256:f56e67a94e6b057e14fb957953381797ba239efc81f96bb46cd41ebc728d0b29

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

Resolution
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:14.992756Z digest=sha256:ff0b1b0a8f343304c1f0b54e8f2749ffd20b2d6c3b5aab200314ff9494c3673d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:15.068508Z digest=sha256:755c39d5b4160e00e86077fa50238b610749602983ec7cb6706eadf13cae7deb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:15.152633Z digest=sha256:ca0b3262d82f7ff240d06ef80e3d53d7bc34fdc858000cb7442fe74b82100601

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:15.308458Z digest=sha256:f786e99a6d91abc1aba28f2f05001c2bbf172012219ed37f43b4b2806834645f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:15.422004Z digest=sha256:2e1ee748ec673559635b0aa0de6c56eb08c7b9a3a9c37928790b64eccaf3b85f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:15.552247Z digest=sha256:8abd9babd7f0e1f262944cb783a633855a5ced4f32e122a8b75525d5e69374f1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:15.664764Z digest=sha256:fda359b10dc0ce086e766cd192477c4acbf73872d5bcad15056b68d120a5a01e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:15.751834Z digest=sha256:97fac304e70b631657f7374f71c5290fe57aa330d850f1ee8b086cb40adf10af

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
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:15.847823Z digest=sha256:8f2dbbc3b6d87509ebb6b75509752df03bd3bbebd94436d0aedbd84ec5dc92c7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:15.893768Z digest=sha256:6c2824397bd203230158e65ce5acd06b7fcc1c1a1ef8ba37dc6592c4aba1ab15

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:15.982130Z digest=sha256:aa054d37a3fd781bf219265fecc2d9eff5b1bf4d3fd8bc7907eb5e20dc0c0bca

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:16.017397Z digest=sha256:3ed856a0eadac794f9f76ab6657525a14d885a8533a7e34c3a6b9fe844be7412

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:16.077142Z digest=sha256:5cd727e02ca53f049423b4c63195b98c5c2cc30efa6aa64fb06a69492b44f19b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:16.155859Z digest=sha256:88000be10a514ef872b22eea4731b4582696d888be3ca85afcd27fc09c505fd4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:16.235217Z digest=sha256:fa0abf4e5af1855acef9a87a7e0fd7af9c73fcbcd18ed9d580db6a0d89a50987

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:16.299401Z digest=sha256:cad332ca96a5046d4f25629bd077575550a83a7adc1e5dc94c4415f0011b1a15

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:16.389752Z digest=sha256:0dc05bdd9674cdb5a1b2afdc78ef9430d9bb5790f964a0dd7e48c2faf2b282ba

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:16.484747Z digest=sha256:7b036a1c6b2b1fe989a086607474d9a45cf5aeca65272170161e87050e274de2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:16.572381Z digest=sha256:4adc1543a153e065269206dab062b9ca7b8aa6033385692751847b1bbdf3b9b5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:16.628839Z digest=sha256:6a808636140f9d00a9642996a993a7e40037bf0937b20ae6e6b75a669e20a87f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:16.721028Z digest=sha256:5334974f4a5c6b2b81d92f3fbdbe485166ad5b9f92f994a68f6b418273dd726a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:16.842919Z digest=sha256:2af66d35a761b23dea27b16b7b018c60e897c35eb5d309b793c50f11ca694c34

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:20:16.926817Z digest=sha256:56905cf47e76b31c1dbf120388a1637ec5d56f68f3d0de44d92d74d05c14f4bb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:07.574855Z digest=sha256:5d4c98a24fb254e7c2f3805dd9afdf4e50a90d0f1a6d98950bed6f5b39ef3754

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:07.704751Z digest=sha256:8ca3d4744493a8ae4a2a7cb01060a3667e4e50db7bf6db06101a7d892a44c402

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:07.769440Z digest=sha256:745faf92a1a27df6f1cb8df26258e037df85c3e70b60e6f539f26ab6b16d8791

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:07.876155Z digest=sha256:6aac8191c408b1913bea8c2216a6f973166e1bb5faff12f236c86c366e437bbf

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:07.975800Z digest=sha256:20cd19a62fafc79916c73c681d63b2e40c4ddec45f059f6f365502ef58f41b56

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T22:21:08.116506Z digest=sha256:76505dcd761ce37597ec064160d85d93a4c2076ddbe169b6265dd59a02d1f307

Pith citing papers

No inbound Pith citation observations are available.