Pith. sign in

Paper Citation Record · LEDGER

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

As of 9 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 2026-08-09T06:31:02.800959+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:e3f134d1ed5081b5dbd65ee29c2609da228395b90a5be965c6d082d00946e5c5

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

Resolution
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:f1943e1ffbc29ec5fed5534208e1b509214e255bf6d807fe956971fa159095a1

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

Resolution
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:14.487204Z digest=sha256:54691b413992702bf7aedb9e506de65dbf2d0fe480117abc48acbb6e34914084

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:14.562226Z digest=sha256:59779e0a5e652de4a90479e5748a61ecf2b5348ec08806a708bae95af1f68d35

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:14.641867Z digest=sha256:1833b2aee4a53918502e4a303dda26057149819a1a06e181f2c0b2f7f29427a1

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:14.709950Z digest=sha256:1d78cd59a94967878745fc8790e05d5d2676b293003cef15ec2299a59f0b407b

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:14.801947Z digest=sha256:df95bf1889b269bcecc7cc38d5564c6e57ee7ce4e0cca71efa4e5053db79c133

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

Resolution
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:14.894731Z digest=sha256:75da95ef0b8ecd81210a499e1c837527ca4eb6c6386de0c7911d202a61fe4e31

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:14.992756Z digest=sha256:49917e272e711e5fcdacda303907ed7a56aab744c8fb79afd7e9299430e81735

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:15.068508Z digest=sha256:0403ca3327356e8879c758fa26fc984e02ad2159a3eccf51fe8ac12b7ddccdad

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:15.152633Z digest=sha256:8f58886129ddb2f0697b252cf30d6b098644aaf4cf692741626068ab1ce2c38f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:15.308458Z digest=sha256:29b0dc280a1b3d8aa49b4bad8b0c8089ba0acecef2cef8afe6905d4392800353

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:15.422004Z digest=sha256:a2060a21196b9ab7c28b26299ca8defa590cddbcea0f05d67ee5a55099484b32

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

Resolution
verified exact
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:15.552247Z digest=sha256:5d48c927eb980a9e293c9699719958fc73b055addbea1914ccccd040d424b7fe

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:15.664764Z digest=sha256:b22aef521360b54e33e0cef3ed4d41f5c7d95f6de516bad7d418d88298aee813

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
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:15.751834Z digest=sha256:9fe4da2321a1ca1fa9f12bf6db5cd63784f6aa4976229c473b18949e06278ba4

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:15.847823Z digest=sha256:a9790f7363c8fbf3fd16a58336f0fce0c3e2b7af1fa4fadd5a6ccf9079521bfd

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:15.893768Z digest=sha256:c7f63f7d71e4140edefffc0710884f660a86244608d91de5bdae336f0bac0f77

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:15.982130Z digest=sha256:48cbfe03249dc27acca4507e5bbcbe5cc9796c7618cd878e4b5d0fc22aac8e9c

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
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:16.017397Z digest=sha256:bf5803c669da36a9fb11c7f76f11fffb4ae9392a81f920fce3e596f64c592e74

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:16.077142Z digest=sha256:0e541dc26c35e128e21ca5eae0b81ae48769329add538c32d940f622d8a58c43

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:16.155859Z digest=sha256:7761b89bbbc757fb16409b0c7ceb97f65d92dcd3508fe8111fa82257249ff46a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:16.235217Z digest=sha256:a790093d515781ccfcd684fc0ac5554fb85324f7b43a07b27478013246b3d15c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:16.299401Z digest=sha256:b3f4a4faaaa1c2e5198764881ff483bda3c1f3376267875d4381f9cc433225fb

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:16.389752Z digest=sha256:7700c96f7538aa26e41a880e98d9fbda927fd9c682d9058c3bc2c702b4df5b40

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:16.484747Z digest=sha256:5af66f3c4310a45d5ae36cea3a338dba90354795820d9a15af869b2043e9fc32

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:16.572381Z digest=sha256:44635cd841391c628b748a5e4b5ced18396759b65468afa0b966805f3e556db7

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:16.628839Z digest=sha256:20e88adada7c8f3e3f953af1f94a73bd73df36ba946c7794cd124de0f809c765

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:16.721028Z digest=sha256:37eefbb08b04c33a04accf1d4100a93ddbdc08a1741a06c38d113cd4134f8ef0

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:16.842919Z digest=sha256:15ea456adf43321c7f0124c37c141b5f009567d5ae0d523bca345950620736fb

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:20:16.926817Z digest=sha256:58d92bf7134fa37689430bca4da775daa4d4aeee5809e40db9683ddf3608b59d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:21:07.574855Z digest=sha256:e3116adbaab7d8adee56f46d491eb8c5e724a15a38f1273c3ac022363e221502

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:21:07.704751Z digest=sha256:7723570ddf4710124def10d3853dc85b3ce2622bff88364bbc433254d3ea9281

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:21:07.769440Z digest=sha256:fa2ce95a7fb57db9d6ee22887151c4d7bd72c763cd289422eab2828fa2b50d28

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:21:07.876155Z digest=sha256:6adb74ab44b2e1ffe17ff274a3120047a9940041911d3cf22eb527d5382688fe

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=sha256:208106fc3b2b9022a49109d29b1a39e923669faeedf9e7da73bcc9f9b9b39f98

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:21:07.975800Z digest=sha256:32a00be981690e77e500bc583bfd1a10faeb40ada49d24020fd5b47d53659aae

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=sha256:5d418d43f52c553d09d68f547a199975d6aeabf1a4e7e894f58ce9020f1c0fc2

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T22:21:08.116506Z digest=sha256:02e944f127df43ada294f90c5de48564d6d9c33fde610c6911521d84b6f248ba

Pith citing papers

No inbound Pith citation observations are available.