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Paper Citation Record · LEDGER

Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks

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.

pith.paper-citation-record.v1
2512.24659 v2

Coverage vector

measured 61 of 61 reference resolution

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Source: paper_references, paper_reference_links, observed 2026-08-03T13:22:17.546913Z

measured 61 of 61 standing notices

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Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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Reference resolution

61 of 61 outbound references displayed

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Outbound references

Observation a6c854ae-6272-4313-b97f-1db26dc2b090 · outbound

This paper cites From Ground to Sky: Architectures, Applications, and Challenges Shaping Low-Altitude Wireless Networks.

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

This paper cites Advancing the Control of Low-Altitude Wireless Networks: Architecture, Design Principles, and Future Directions.

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

This paper cites Generative AI-enabled Wireless Communications for Robust Low-Altitude Economy Networking.

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

This paper cites Service-oriented segmented trajectory design for low-altitude UAV-assisted MEC networks,.

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

This paper cites Joint task offloading and resource allocation scheme with UAV assistance in vehicle edge computing networks,.

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

This paper cites When UAV swarm meets IRS: Collaborative secure communications in low-altitude wireless networks,.

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

This paper cites 6G communication new paradigm: The integration of autonomous aerial vehicles and intelligent reflecting surfaces,.

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

This paper cites Ris-assisted data collection and wireless power transfer in low-altitude wireless networks,.

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

This paper cites UAV-assisted task offloading in vehicular edge computing networks,.

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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source=pdf_text observed=2026-08-03T13:22:13.827211Z digest=sha256:9e4aaea40f44e9d2e2c053f181c53696c26b1c9461bc365f5b066eca1158cc49

Observation beed0976-f7af-441f-9971-a8199cb6c9a2 · outbound

This paper cites Task offloading strategies for mobile edge computing: A survey,.

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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Observation d8b527b0-7405-44fd-9498-294826433e94 · outbound

This paper cites Resource allocation in RISs-assisted UAV-enabled MEC network with computation capacity improvement,.

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

This paper cites Task offloading decision-making 17 algorithm for vehicular edge computing: A deep-reinforcement- learning-based approach,.

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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source=pdf_text observed=2026-08-03T13:22:13.943353Z digest=sha256:9929b5e6b342f2fa086257735cfb5612062c08b523242383b1616353ebbb4d67

Observation 2a1cfa1a-9b31-4e22-8b0d-3c23b2e44f7c · outbound

This paper cites Metaheuristic algorithms for optimization: A brief review,.

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

This paper cites A novel approach for computation offloading based on a parallel collaborative genetic algorithm in MEC,.

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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Observation e59f9c61-33e4-4925-9144-51cdf9da44a1 · outbound

This paper cites Applications of deep reinforcement learning in communications and networking: A survey,.

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

This paper cites Joint service caching and computation offloading scheme with 3D UAV de- ployment for ICVs in UAV-assisted VEC,.

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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source=pdf_text observed=2026-08-03T13:22:14.158518Z digest=sha256:4492c455ec144214b5dfd8689260ec0acf49b3ac072536df1cdaa156e75cd523

Observation c7aedfdf-8eae-415f-8bec-ef6e885aaabe · outbound

This paper cites UAV-assisted vehicular edge computing system: Min-max fair offloading and position optimization,.

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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source=pdf_text observed=2026-08-03T13:22:14.214169Z digest=sha256:b0947b45909c76de027f1759feb272a147a0554070dd24febc60089f3314c377

Observation dd594650-8bbb-448e-a226-4004ba348c93 · outbound

This paper cites Two-stage deep energy optimization in IRS-assisted UAV-based edge computing systems,.

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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source=pdf_text observed=2026-08-03T13:22:14.269951Z digest=sha256:5d2964fce0b06171b7614c8805a3cfe6dd44dae57e1abd49874a636c881e3818

Observation e7bd1ea9-9671-476d-90f3-49eab50d0e66 · outbound

This paper cites Multi-IRS-aided secure communication in UAV-MEC networks,.

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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source=pdf_text observed=2026-08-03T13:22:14.321123Z digest=sha256:22d805c4be670ef9819c37bc72f5faad36c6109bb26e7a11e1a781f3a0d5396e

Observation 0bd8b633-6e06-4ae3-83fa-d141d3faebf5 · outbound

This paper cites Energy- and latency-efficient resource allocation for RIS-assisted UAV-USV cooperative MEC network,.

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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source=pdf_text observed=2026-08-03T13:22:14.372931Z digest=sha256:085aa726444825c30e35e59d330d508dc204890cfee54a813dafc73b53a6052c

Observation fae39e10-9d20-4aaf-8e02-7818f37638b4 · outbound

This paper cites Aerial-IRSs- assisted energy-efficient task offloading and computing,.

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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source=pdf_text observed=2026-08-03T13:22:14.434178Z digest=sha256:33b142458e7940cc8860edf18cdca8fb2662df9d1df3838c04a05b5291a0c4d0

Observation 5d1b0613-a106-4ebc-92c6-8f4576d5879a · outbound

This paper cites Latency minimiza- tion in IRS-UAV assisted WPT-MEC systems: An ID-AOPDDQN- based trajectory and phase shift optimization approach,.

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

This paper cites Toward 6G: Latency-optimized MEC systems with UAV and RIS integration,.

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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source=pdf_text observed=2026-08-03T13:22:14.529524Z digest=sha256:24f28d57787e93a8be0e0150722628926c43ba576f52a00485b8a2781ac87107

Observation 4778e274-0f75-4740-aa8d-3d2300840de1 · outbound

This paper cites an unresolved cited work.

Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Unresolved cited work

Reference 24

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source=pdf_text observed=2026-08-03T13:22:14.581803Z digest=sha256:5e85500de398370c3593041f30f4b9a2b32b07a8490cf7610f0f150faf8081b4

Observation 6091ee77-e35f-45e3-9c81-dd103950412e · outbound

This paper cites STAR-RIS-assisted uav-enabled MEC network: Minimizing long-term latency and system stability optimization,.

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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source=pdf_text observed=2026-08-03T13:22:14.632974Z digest=sha256:95bcae5f2413a1d9172bdf301a037a9a60282b3169f2bfbac15b4a8b9f8937d0

Observation 1807cd96-e342-446e-925f-f3e64df62f1b · outbound

This paper cites Energy optimization in dual-RIS UAV-aided MEC-enabled internet of vehicles,.

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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source=pdf_text observed=2026-08-03T13:22:14.694496Z digest=sha256:c50300eece7d8991daa374b5c18681b44822154d4e5478c16de3f257c2e42712

Observation 0d7ee012-f525-4a98-a017-2bd994f1b4d9 · outbound

This paper cites Energy minimization for IRS-and-UAV-assisted mobile edge computing,.

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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source=pdf_text observed=2026-08-03T13:22:14.768155Z digest=sha256:d908deecd1771378fd0200b7ce5eaec397e13ef5ac91ed608dfc50e3c3eaea06

Observation b0d32caa-7f19-4241-8463-1dbf682c0262 · outbound

This paper cites Energy-efficient STAR-RIS enhanced UAV-enabled MEC net- works with bi-directional task offloading,.

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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source=pdf_text observed=2026-08-03T13:22:14.850116Z digest=sha256:8a3421cf2860f9475670ddd0a2f4aa5c8f28bd14caad35ef8499ad5ac3311bcc

Observation 583b6fb3-b37d-476a-9815-e5e64afdf02c · outbound

This paper cites Energy-efficient task offloading in UAV-RIS-assisted mobile edge computing with NOMA,.

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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source=pdf_text observed=2026-08-03T13:22:14.926106Z digest=sha256:ea49dd80660439ac88375576cabd4388cc35ec88a135b4a73ba1aee13ace60be

Observation 8736c036-8549-4450-9407-f2b948992cf6 · outbound

This paper cites Energy min- imization of RIS-assisted cooperative UAV-USV MEC network,.

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

This paper cites Uav- mounted RIS-aided mobile edge computing system: A DDQN- based optimization approach,.

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

This paper cites Energy-efficiency opti- mization of active flying-RIS-assisted mobile-edge computing net- works: A deep-reinforcement-learning approach,.

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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source=pdf_text observed=2026-08-03T13:22:15.177837Z digest=sha256:2ce31c4ee806d3233dd9beb1af05158796d9fef389e9b309a9c2999217c0b9bf

Observation da152707-dc87-4a55-a224-80a507c003fa · outbound

This paper cites UAV- IRS-assisted energy harvesting for edge computing based on deep reinforcement learning,.

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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source=pdf_text observed=2026-08-03T13:22:15.241338Z digest=sha256:43eb83356175a5d856a2b29fba156f4a29cc483902a4aa64806cfbb3e8844ecc

Observation 2c4675fe-a0ed-4e34-a3cb-e688e1e0f18e · outbound

This paper cites Propagation channels for mmWave vehicular communications: State-of-the-art and future research directions,.

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

This paper cites Accessing from the sky: A tutorial on UAV communications for 5G and beyond,.

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

This paper cites Mobility models, traces and impact of mobility on opportunistic routing algorithms: A survey,.

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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source=pdf_text observed=2026-08-03T13:22:15.393438Z digest=sha256:0bc1d0ecb30c51c64518643da665a7b537a0488d41d83a468c32793d68dff12b

Observation c0326297-15bf-498f-a04f-bb5638095658 · outbound

This paper cites Securing UAV commu- nications via joint trajectory and power control,.

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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source=pdf_text observed=2026-08-03T13:22:15.422019Z digest=sha256:bd0b35983cbbe1e93b3b6ba175d889aecc460065d879c4f93fd9fce8a41bac66

Observation 8923ba6a-f303-400f-8fd2-6b93bdaba52d · outbound

This paper cites Joint computation offloading and resource allocation for edge-cloud collaboration in internet of vehicles via deep reinforcement learning,.

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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source=pdf_text observed=2026-08-03T13:22:15.494069Z digest=sha256:814d663e9a9f9999f9e04a32ecdbc417034b857f9005c63520b1fc67c37fb679

Observation 4758fc63-458f-430e-a856-cb933987e459 · outbound

This paper cites Joint load balancing and offloading in vehicular edge computing and networks,.

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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source=pdf_text observed=2026-08-03T13:22:15.549916Z digest=sha256:e7285c902c54ae3ee926ce89791aa92779cdb4fabc8674856ee7e564865e07a6

Observation e8641742-7f53-46e9-9e67-24698aa8b8cf · outbound

This paper cites Non-cooperative resource com- petition game by virtual referee in multi-cell OFDMA networks,.

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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source=pdf_text observed=2026-08-03T13:22:15.631895Z digest=sha256:cd1922de3d075ec7693194dbc188cb89ab80b319e72ff1aa7a64578432eab9a3

Observation ce23ede1-37f0-4f58-bd82-4e03262b3557 · outbound

This paper cites 3D trajectory optimization in Rician fading for UAV-enabled data harvesting,.

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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source=pdf_text observed=2026-08-03T13:22:15.710036Z digest=sha256:339cca9e25cfcec69b02a216dc7cac92992325466514a91dcd163d56808e178c

Observation 18d79fef-f17e-4da5-b08f-9bbe69eb9dd7 · outbound

This paper cites IRS-assisted secure UAV transmission via joint trajectory and beamforming design,.

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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source=pdf_text observed=2026-08-03T13:22:15.750684Z digest=sha256:3678d38a38f81423711052670c47b369a1e1d94adc778f6b3ffe768acb706450

Observation a5737274-a9ae-42ad-8031-859f17d3a0a1 · outbound

This paper cites QoS-driven spec- trum sharing for reconfigurable intelligent surfaces (RISs) aided vehicular networks,.

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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source=pdf_text observed=2026-08-03T13:22:15.804877Z digest=sha256:7b6c3d09a7649e192297e1259b73aadd78e8232c80801484fa1e487c39f499a1

Observation 9387a711-6f2c-43a5-82cf-1f7e8dd01659 · outbound

This paper cites Intelligent re- flecting surface-aided wireless communications: A tutorial,.

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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source=pdf_text observed=2026-08-03T13:22:15.882324Z digest=sha256:ec3d27bbc04b147b3ede26c3e81f085ed350dec79f5a16cf9e27d208c9331424

Observation b454ffb7-0140-4d9e-bb7c-45011063569b · outbound

This paper cites A survey on mobile edge computing: The communication perspective,.

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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source=pdf_text observed=2026-08-03T13:22:15.959860Z digest=sha256:d5690fabbd8228e385371526250a129c464a90ef2e43afa4a3828661355f004f

Observation e4f98dc1-ddd8-47bb-a4f2-b7bf6b6053ca · outbound

This paper cites Joint optimization for co- operative service-caching, computation-offloading, and resource- allocations over EH/MEC 6G ultra-dense mobile networks,.

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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source=pdf_text observed=2026-08-03T13:22:16.042604Z digest=sha256:d31845aa8cd7bf4ea182bba57dad9c925c8c05304c3bf85909404f364b6d8645

Observation 570b1190-2aec-4bb6-9fbf-b4dd6059bf44 · outbound

This paper cites Joint task offloading and resource allocation for energy-constrained mobile edge com- puting,.

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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source=pdf_text observed=2026-08-03T13:22:16.141104Z digest=sha256:97a82041a6fc2d2f5e84883c69ac5199faccfe8d35290cfd1f0a4e1966771aec

Observation 5f0c1c97-2f98-48d7-ba42-59be9b1f66a0 · outbound

This paper cites Energy minimization for wireless communication with rotary-wing UAV,.

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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source=pdf_text observed=2026-08-03T13:22:16.249145Z digest=sha256:ff883824c31ec59ee5483cc2b17d44546717cc0ad356493b0c80ad0af09f616c

Observation 9f1d13ac-1de6-4378-801b-aea3e975d68a · outbound

This paper cites Multi-objective optimization for multi-UAV-assisted mo- bile edge computing,.

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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source=pdf_text observed=2026-08-03T13:22:16.391840Z digest=sha256:e16a791c777385a38da18bd6685dd971b68fe621a8b06711bd0bc8a1ecedd4af

Observation ff9a5907-d826-466d-a218-abe5700d0021 · outbound

This paper cites Solv- ing multiobjective mixed integer convex optimization problems,.

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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source=pdf_text observed=2026-08-03T13:22:16.439566Z digest=sha256:1f14e1db587ea1dc5972d686ed6b78f74fae264cb7152897cbbac7b6c458533e

Observation 3003ed0b-4e91-4bf9-8349-34407244a703 · outbound

This paper cites TJCCT: A two-timescale approach for UAV-assisted mobile edge computing,.

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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source=pdf_text observed=2026-08-03T13:22:16.528720Z digest=sha256:15e05e135461414f5aa3749f606eb8e4f0b13d8565e23d79b27bdf0b92af20eb

Observation 0685d95c-f672-4141-976d-1472d523b3fb · outbound

This paper cites Matching the- ory for future wireless networks: fundamentals and applications,.

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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source=pdf_text observed=2026-08-03T13:22:16.614632Z digest=sha256:46dc86db0e25f175ff4445575e0a75f7cbba4c8dc24420109cba0b1f88666848

Observation 18854725-3933-42e1-bf8a-97187875b76b · outbound

This paper cites DRL-based long- term resource planning for task offloading policies in multiserver edge computing networks,.

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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source=pdf_text observed=2026-08-03T13:22:16.711534Z digest=sha256:d2dc85c05eafd931c3587e6c0a3fef418a28b0db2a0208a1e17c949f47737897

Observation e74b9445-8a9b-484e-b0f2-dc3d0dcb857b · outbound

This paper cites Stack- elberg game of energy consumption and latency in MEC systems with NOMA,.

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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source=pdf_text observed=2026-08-03T13:22:16.764253Z digest=sha256:ea56176c96669e1e7face2c141f2e57f52397d5564bf849a446ec78189095088

Observation 504bdd33-a3bf-459e-adea-fec03c914363 · outbound

This paper cites Learning-based incentive mechanism for task freshness-aware 18 vehicular twin migration,.

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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source=pdf_text observed=2026-08-03T13:22:16.816447Z digest=sha256:e013cb674bcb7b36084f4e24aab192f7dcedcc723a32af243bf8d51b30f022b1

Observation fe518ff2-6e96-44e0-b111-e78ee7b7ee31 · outbound

This paper cites Deep reinforcement learning for internet of things: A comprehensive survey,.

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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source=pdf_text observed=2026-08-03T13:22:16.914742Z digest=sha256:8bdd8a65d923c11c4e07a24dbecd98fa5198292cd13b08b989f9532e2ae2e845

Observation 3d3ad5b3-7962-487e-912f-74f70a536323 · outbound

This paper cites Twin delayed deep deterministic policy gradient-based intelligent computation offloading for IoT,.

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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source=pdf_text observed=2026-08-03T13:22:17.017813Z digest=sha256:3c895d5481b80ad0ec6eedbf3af53045bd3507f74e491cae9cba1afd4be098f9

Observation e176bfb6-e3ce-4812-8a47-7310ab6feaef · outbound

This paper cites Denoising diffusion probabilistic models,.

Hierarchical Online Optimization Approach for IRS-enabled Low-altitude MEC in Vehicular Networks Denoising diffusion probabilistic models,

Reference 58

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source=pdf_text observed=2026-08-03T13:22:17.151214Z digest=sha256:1a9e297a2130f71dc66386ab5a4b5e8a898bdfd2a2047fc0a923339d75637691

Observation d870c674-5244-41b2-be99-7ff4ab295695 · outbound

This paper cites Multi-objective aerial collaborative secure communication opti- mization via generative diffusion model-enabled deep reinforce- ment learning,.

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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source=pdf_text observed=2026-08-03T13:22:17.232376Z digest=sha256:ce51a83be45b0e35fdf8c770d7cb5f27529e14bd13da5aca2cf42388baf876a0

Observation d35f9194-aba0-4de9-80fb-f912426475d6 · outbound

This paper cites Partial computation offloading and adaptive task scheduling for 5G-enabled vehicular networks,.

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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source=pdf_text observed=2026-08-03T13:22:17.392491Z digest=sha256:098087ee1a9b85cc41d9b4fe28dd165237a9f58af5f5011b91d7c24de9b8955c

Observation 7a6535c1-4c7c-4f30-95b6-64363df54217 · outbound

This paper cites Addressing function approximation error in actor-critic methods,.

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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