Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T22:21:08.116506Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T22:21:08.116506Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
39 of 39 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 35aa50b8-a67b-4bb7-9f23-42762b3a026a · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bcc882e2-05af-4d49-8389-fdc4f991d3e1 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e90f4a6-c063-43e0-805b-37c6e88bc3ff · outbound
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
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.
Observation a0ab44c5-96ad-479f-8ca3-ca2c77ba4e13 · outbound
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
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.
Observation 3325d949-9ada-4dde-b2a8-f42402aed3a2 · outbound
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
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.
Observation ae0f23d9-7d03-4f80-bab6-4b8af03aba00 · outbound
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
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.
Observation dd87668c-b982-4704-bd2d-f6407caea53b · outbound
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
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.
Observation 629b8afe-a3c7-4900-8aad-48bc881d7e47 · outbound
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
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.
Observation e2acae7f-2a41-411e-9036-6ce48d6c54ca · outbound
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
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.
Observation 92696340-de57-4e5f-adfb-4dd890a06b33 · outbound
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
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.
Observation b9efa67c-832d-4e65-8652-6aeab31a9599 · outbound
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
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.
Observation 43447d22-3de6-43fe-955a-9258acf50012 · outbound
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
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.
Observation d8843327-728c-45c0-8983-aa98727dd92a · outbound
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
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.
Observation 9a9de21a-4e19-40be-b434-0402bb2dd975 · outbound
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
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.
Observation ae313393-6503-48b9-90c0-a5ffea0d7550 · outbound
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
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.
Observation e5ffd73f-441b-43f0-a340-923a5420142c · outbound
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
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.
Observation a06eeb89-b71a-4b87-8d94-bac03784f502 · outbound
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
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.
Observation 3f6d2021-2241-4018-85e9-1ae3904f0e7d · outbound
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
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.
Observation 209c29af-9220-42fd-9d29-ac96faa46a58 · outbound
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
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.
Observation 5a35d223-1507-41b8-a253-0385d0e4bf93 · outbound
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
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.
Observation ec980349-0586-4b4f-909c-55f54263cbc3 · outbound
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
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.
Observation b0b15e2d-a201-4f7e-b64a-42650cc2b045 · outbound
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
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.
Observation 22590848-6863-447a-ab16-bcd8da89798d · outbound
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
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.
Observation d38a0667-2548-46f3-8604-50312493c318 · outbound
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
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.
Observation f6d10456-9bc6-44c7-8b9d-fd7b323b2dd6 · outbound
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
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.
Observation 08142ab1-c90d-421a-8278-edfed03a789e · outbound
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
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.
Observation 892fa0af-d71e-4ad6-b5fd-3e34bd1026a1 · outbound
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
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.
Observation 6f0e7352-f45a-4612-8417-47745517914e · outbound
Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Diffusion Models as Network Optimizers: Explorations and Analysis,
Reference 28
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.
Observation 8130db39-d980-420d-879e-54f3d3d7417f · outbound
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
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.
Observation 69b3c0e6-d0f6-43a1-8814-c19caaa72238 · outbound
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
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.
Observation 2fc48096-bb88-4202-a550-cd2985d677fd · outbound
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
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.
Observation 5f7d424f-39f6-4655-838d-c31eb639f68e · outbound
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
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.
Observation 54afadb0-4daa-4a14-b9d2-f2010b399ce6 · outbound
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
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.
Observation 66b269da-4e69-4cca-89f8-6d524d6c9181 · outbound
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
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.
Observation ea478b28-e990-4989-aaa5-30e333b2a2d4 · outbound
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
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.
Observation 1a08b350-5fc5-48ca-8120-d15eabc9d3a0 · outbound
Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Graph Attention Networks
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2dc84317-0cc5-433b-9513-e74676c8e129 · outbound
Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Denoising Diffusion Probabilistic Models,
Reference 37
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.
Observation 857e2165-4846-40c0-a205-4b772740c30a · outbound
Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion Denoising Diffusion Implicit Models
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25112aaf-0e0e-44d6-9caa-51e923cf4451 · outbound
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
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.
No inbound Pith citation observations are available.