Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T13:22:17.546913Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 0 inbound Pith citation observations for arXiv:2512.24659.
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 2026-08-03T13:22:17.546913Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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
61 of 61 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a6c854ae-6272-4313-b97f-1db26dc2b090 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks From Ground to Sky: Architectures, Applications, and Challenges Shaping Low-Altitude Wireless Networks
Reference 1
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Observation 1a70a9eb-6c07-468a-8e6a-f7292a525f78 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Advancing the Control of Low-Altitude Wireless Networks: Architecture, Design Principles, and Future Directions
Reference 2
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Observation a2eaa8ac-31ad-46fb-abb0-b1e89cc30b3f · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Generative AI-enabled Wireless Communications for Robust Low-Altitude Economy Networking
Reference 3
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Observation a206892d-9196-49db-9c13-cca4ffa7875b · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Service-oriented segmented trajectory design for low-altitude UAV-assisted MEC networks,
Reference 4
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Observation 5c89cd99-fe15-457f-88ef-76a893cb47ed · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Joint task offloading and resource allocation scheme with UAV assistance in vehicle edge computing networks,
Reference 5
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Observation 7fe02f06-7eb6-4b4f-9712-9b659dc37d13 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks When UAV swarm meets IRS: Collaborative secure communications in low-altitude wireless networks,
Reference 6
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Observation eadcb7f5-41c9-453f-9655-852c7a41373b · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks 6G communication new paradigm: The integration of autonomous aerial vehicles and intelligent reflecting surfaces,
Reference 7
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Observation b5e013b5-a0a0-40fa-a1d5-725a07215283 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Ris-assisted data collection and wireless power transfer in low-altitude wireless networks,
Reference 8
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Observation 435a2dec-2b9c-4740-b4a9-aeb1b9a95048 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks UAV-assisted task offloading in vehicular edge computing networks,
Reference 9
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Observation beed0976-f7af-441f-9971-a8199cb6c9a2 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Task offloading strategies for mobile edge computing: A survey,
Reference 10
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Unavailable: canonical work link unavailable.
Observation d8b527b0-7405-44fd-9498-294826433e94 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Resource allocation in RISs-assisted UAV-enabled MEC network with computation capacity improvement,
Reference 11
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Observation 127710fe-2560-486a-b07a-580a886d4f5a · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Task offloading decision-making 17 algorithm for vehicular edge computing: A deep-reinforcement- learning-based approach,
Reference 12
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Observation 2a1cfa1a-9b31-4e22-8b0d-3c23b2e44f7c · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Metaheuristic algorithms for optimization: A brief review,
Reference 13
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Observation 21164b22-3f59-4f78-8bab-f26d480faedc · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks A novel approach for computation offloading based on a parallel collaborative genetic algorithm in MEC,
Reference 14
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Unavailable: canonical work link unavailable.
Observation e59f9c61-33e4-4925-9144-51cdf9da44a1 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Applications of deep reinforcement learning in communications and networking: A survey,
Reference 15
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Observation df81dd09-9a3f-4da7-ae2c-a347b0873338 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Joint service caching and computation offloading scheme with 3D UAV de- ployment for ICVs in UAV-assisted VEC,
Reference 16
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Observation c7aedfdf-8eae-415f-8bec-ef6e885aaabe · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks UAV-assisted vehicular edge computing system: Min-max fair offloading and position optimization,
Reference 17
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Observation dd594650-8bbb-448e-a226-4004ba348c93 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Two-stage deep energy optimization in IRS-assisted UAV-based edge computing systems,
Reference 18
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Observation e7bd1ea9-9671-476d-90f3-49eab50d0e66 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Multi-IRS-aided secure communication in UAV-MEC networks,
Reference 19
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Observation 0bd8b633-6e06-4ae3-83fa-d141d3faebf5 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Energy- and latency-efficient resource allocation for RIS-assisted UAV-USV cooperative MEC network,
Reference 20
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Observation fae39e10-9d20-4aaf-8e02-7818f37638b4 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Aerial-IRSs- assisted energy-efficient task offloading and computing,
Reference 21
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Observation 5d1b0613-a106-4ebc-92c6-8f4576d5879a · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Latency minimiza- tion in IRS-UAV assisted WPT-MEC systems: An ID-AOPDDQN- based trajectory and phase shift optimization approach,
Reference 22
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Observation fc169138-8866-41ca-b1df-43012814338f · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Toward 6G: Latency-optimized MEC systems with UAV and RIS integration,
Reference 23
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Observation 4778e274-0f75-4740-aa8d-3d2300840de1 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Unresolved cited work
Reference 24
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Observation 6091ee77-e35f-45e3-9c81-dd103950412e · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks STAR-RIS-assisted uav-enabled MEC network: Minimizing long-term latency and system stability optimization,
Reference 25
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Observation 1807cd96-e342-446e-925f-f3e64df62f1b · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Energy optimization in dual-RIS UAV-aided MEC-enabled internet of vehicles,
Reference 26
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Unavailable: canonical work link unavailable.
Observation 0d7ee012-f525-4a98-a017-2bd994f1b4d9 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Energy minimization for IRS-and-UAV-assisted mobile edge computing,
Reference 27
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Observation b0d32caa-7f19-4241-8463-1dbf682c0262 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Energy-efficient STAR-RIS enhanced UAV-enabled MEC net- works with bi-directional task offloading,
Reference 28
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Observation 583b6fb3-b37d-476a-9815-e5e64afdf02c · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Energy-efficient task offloading in UAV-RIS-assisted mobile edge computing with NOMA,
Reference 29
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Unavailable: canonical work link unavailable.
Observation 8736c036-8549-4450-9407-f2b948992cf6 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Energy min- imization of RIS-assisted cooperative UAV-USV MEC network,
Reference 30
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Observation 5ff07e35-7dee-4f91-83ce-18fa16a512d4 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Uav- mounted RIS-aided mobile edge computing system: A DDQN- based optimization approach,
Reference 31
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Observation a17e3f1a-d1bd-4732-997c-7f26f93f32dd · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Energy-efficiency opti- mization of active flying-RIS-assisted mobile-edge computing net- works: A deep-reinforcement-learning approach,
Reference 32
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Observation da152707-dc87-4a55-a224-80a507c003fa · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks UAV- IRS-assisted energy harvesting for edge computing based on deep reinforcement learning,
Reference 33
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Observation 2c4675fe-a0ed-4e34-a3cb-e688e1e0f18e · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Propagation channels for mmWave vehicular communications: State-of-the-art and future research directions,
Reference 34
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Observation 1ba1bcb2-6b2f-4ca1-9539-475d72211950 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Accessing from the sky: A tutorial on UAV communications for 5G and beyond,
Reference 35
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Observation 2158926e-f756-453b-91b7-92691c284d4d · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Mobility models, traces and impact of mobility on opportunistic routing algorithms: A survey,
Reference 36
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Observation c0326297-15bf-498f-a04f-bb5638095658 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Securing UAV commu- nications via joint trajectory and power control,
Reference 37
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Observation 8923ba6a-f303-400f-8fd2-6b93bdaba52d · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Joint computation offloading and resource allocation for edge-cloud collaboration in internet of vehicles via deep reinforcement learning,
Reference 38
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Observation 4758fc63-458f-430e-a856-cb933987e459 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Joint load balancing and offloading in vehicular edge computing and networks,
Reference 39
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Observation e8641742-7f53-46e9-9e67-24698aa8b8cf · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Non-cooperative resource com- petition game by virtual referee in multi-cell OFDMA networks,
Reference 40
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Observation ce23ede1-37f0-4f58-bd82-4e03262b3557 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks 3D trajectory optimization in Rician fading for UAV-enabled data harvesting,
Reference 41
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Observation 18d79fef-f17e-4da5-b08f-9bbe69eb9dd7 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks IRS-assisted secure UAV transmission via joint trajectory and beamforming design,
Reference 42
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Observation a5737274-a9ae-42ad-8031-859f17d3a0a1 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks QoS-driven spec- trum sharing for reconfigurable intelligent surfaces (RISs) aided vehicular networks,
Reference 43
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Observation 9387a711-6f2c-43a5-82cf-1f7e8dd01659 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Intelligent re- flecting surface-aided wireless communications: A tutorial,
Reference 44
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Observation b454ffb7-0140-4d9e-bb7c-45011063569b · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks A survey on mobile edge computing: The communication perspective,
Reference 45
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Observation e4f98dc1-ddd8-47bb-a4f2-b7bf6b6053ca · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Joint optimization for co- operative service-caching, computation-offloading, and resource- allocations over EH/MEC 6G ultra-dense mobile networks,
Reference 46
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Observation 570b1190-2aec-4bb6-9fbf-b4dd6059bf44 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Joint task offloading and resource allocation for energy-constrained mobile edge com- puting,
Reference 47
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Observation 5f0c1c97-2f98-48d7-ba42-59be9b1f66a0 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Energy minimization for wireless communication with rotary-wing UAV,
Reference 48
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Observation 9f1d13ac-1de6-4378-801b-aea3e975d68a · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Multi-objective optimization for multi-UAV-assisted mo- bile edge computing,
Reference 49
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Observation ff9a5907-d826-466d-a218-abe5700d0021 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Solv- ing multiobjective mixed integer convex optimization problems,
Reference 50
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Observation 3003ed0b-4e91-4bf9-8349-34407244a703 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks TJCCT: A two-timescale approach for UAV-assisted mobile edge computing,
Reference 51
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Observation 0685d95c-f672-4141-976d-1472d523b3fb · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Matching the- ory for future wireless networks: fundamentals and applications,
Reference 52
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Observation 18854725-3933-42e1-bf8a-97187875b76b · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks DRL-based long- term resource planning for task offloading policies in multiserver edge computing networks,
Reference 53
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Observation e74b9445-8a9b-484e-b0f2-dc3d0dcb857b · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Stack- elberg game of energy consumption and latency in MEC systems with NOMA,
Reference 54
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Observation 504bdd33-a3bf-459e-adea-fec03c914363 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Learning-based incentive mechanism for task freshness-aware 18 vehicular twin migration,
Reference 55
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Observation fe518ff2-6e96-44e0-b111-e78ee7b7ee31 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Deep reinforcement learning for internet of things: A comprehensive survey,
Reference 56
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Observation 3d3ad5b3-7962-487e-912f-74f70a536323 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Twin delayed deep deterministic policy gradient-based intelligent computation offloading for IoT,
Reference 57
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Observation e176bfb6-e3ce-4812-8a47-7310ab6feaef · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Denoising diffusion probabilistic models,
Reference 58
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Observation d870c674-5244-41b2-be99-7ff4ab295695 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Multi-objective aerial collaborative secure communication opti- mization via generative diffusion model-enabled deep reinforce- ment learning,
Reference 59
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Observation d35f9194-aba0-4de9-80fb-f912426475d6 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Partial computation offloading and adaptive task scheduling for 5G-enabled vehicular networks,
Reference 60
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Observation 7a6535c1-4c7c-4f30-95b6-64363df54217 · outbound
Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Addressing function approximation error in actor-critic methods,
Reference 61
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No inbound Pith citation observations are available.