Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges | Paper Citation Record

Observation 5eb6da5d-4a50-4650-9af6-ee58c6be75af · outbound

This paper cites Digital twin for metasurface reflector man- agement in 6G terahertz communications,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital twin for metasurface reflector man- agement in 6G terahertz communications,

Reference 1

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Observation a41cebbd-1e60-4997-b353-fd1ed11dbce8 · outbound

This paper cites Rain attenuation characterization for 6G terahertz wire- less communication,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Rain attenuation characterization for 6G terahertz wire- less communication,

Reference 2

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Observation 493ac0e2-1bd2-413f-9bc2-bab406f2e478 · outbound

This paper cites A survey on digital twin networks: Architecture, technologies, applications, and open issues,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges A survey on digital twin networks: Architecture, technologies, applications, and open issues,

Reference 3

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Observation c47f2740-2055-494b-9fb6-af9871cd1471 · outbound

This paper cites Digital twin in industries: A comprehensive survey,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital twin in industries: A comprehensive survey,

Reference 4

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Observation 17b4b8eb-5489-4ec5-b6fc-9c7043698701 · outbound

This paper cites 6G digital twin networks: From theory to practice,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges 6G digital twin networks: From theory to practice,

Reference 5

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Observation 7ab40a32-e3ee-4e9d-8388-df86fc9af094 · outbound

This paper cites Effects of building materials and structures on radiowave prop- agation in the range of 1 MHz to 450 GHz,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Effects of building materials and structures on radiowave prop- agation in the range of 1 MHz to 450 GHz,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.012313Z

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Observation 1347522c-daf4-4e97-8603-5ddf340f7593 · outbound

This paper cites Physics and AI-based digital twin of multi-spectrum propagation characteristics for communication and sensing in 6G and beyond,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Physics and AI-based digital twin of multi-spectrum propagation characteristics for communication and sensing in 6G and beyond,

Reference 7

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Observation 02c4036d-4dfe-4741-939b-7408e60c1507 · outbound

This paper cites Learnable wireless digital twins: Reconstructing electromagnetic field with neural representations,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Learnable wireless digital twins: Reconstructing electromagnetic field with neural representations,

Reference 8

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Observation 58547fdb-c859-4169-a272-371fe75f7e2b · outbound

This paper cites From simulators to digital twins for enabling emerging cellular networks: A tutorial and survey,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges From simulators to digital twins for enabling emerging cellular networks: A tutorial and survey,

Reference 9

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Observation 4c253f39-0808-47e8-8722-3c1d1604a7c4 · outbound

This paper cites The role of digital twin in 6G-Based URLLCs: Current contributions, research challenges, and next direc- tions,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges The role of digital twin in 6G-Based URLLCs: Current contributions, research challenges, and next direc- tions,

Reference 10

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Observation 54d55bd3-1139-4883-a276-ce4dd6bce5b7 · outbound

This paper cites Survey on digital twin edge networks (DITEN) toward 6G,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Survey on digital twin edge networks (DITEN) toward 6G,

Reference 11

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Observation d0d058e3-fe61-40d6-8f95-a3ddfb2beac8 · outbound

This paper cites A comprehensive survey on revolutionizing connectivity through artificial intelligence-enabled digital twin network in 6G,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges A comprehensive survey on revolutionizing connectivity through artificial intelligence-enabled digital twin network in 6G,

Reference 12

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Observation 4f1f3a6b-9767-4620-bcff-83d92fc5ccc3 · outbound

This paper cites Generative diffusion models for wireless networks: Fundamental, architecture, and state- of-the-art,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Generative diffusion models for wireless networks: Fundamental, architecture, and state- of-the-art,

Reference 13

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Observation fb9eed8c-3675-479f-9590-7ef475461f3c · outbound

This paper cites Advancing 6G: Survey for explainable ai on communications and network slicing,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Advancing 6G: Survey for explainable ai on communications and network slicing,

Reference 14

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Observation ab2b3ab1-88a1-4460-a062-a532f601586a · outbound

This paper cites URLLC for 6G enabled industry 5.0: A taxonomy of architectures, cross layer techniques, and time critical applications,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges URLLC for 6G enabled industry 5.0: A taxonomy of architectures, cross layer techniques, and time critical applications,

Reference 15

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Observation a9628406-4e68-4dc0-809e-8194ab6b7cc5 · outbound

This paper cites Ray tracing for radio propagation model- ing: Principles and applications,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Ray tracing for radio propagation model- ing: Principles and applications,

Reference 16

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Observation 4eebc21e-d049-46aa-af48-ebe3fa194d01 · outbound

This paper cites Digital twin channel for 6G: Concepts, architectures and potential applications,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital twin channel for 6G: Concepts, architectures and potential applications,

Reference 17

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Observation 89b3b348-7517-40b8-b5c3-d977cc1a68e8 · outbound

This paper cites Ultra broadband indoor channel measurements and calibrated ray tracing propagation modeling at THz frequencies,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Ultra broadband indoor channel measurements and calibrated ray tracing propagation modeling at THz frequencies,

Reference 18

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Observation 88f87748-2e3f-437a-b7f2-937f0396d832 · outbound

This paper cites A ray tracing parameter optimization system in mobile radio propagation prediction,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges A ray tracing parameter optimization system in mobile radio propagation prediction,

Reference 19

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Observation f6204f5a-b36c-4726-84f5-76d0e2415d92 · outbound

This paper cites A fast ray tracing algorithm for urban areas,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges A fast ray tracing algorithm for urban areas,

Reference 20

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Observation 3e4e11de-c425-4ba3-ae62-fe767a26c800 · outbound

This paper cites An E2E Simulator for 5G NR Networks.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges An E2E Simulator for 5G NR Networks

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:14:04.375955Z

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Observation 614188b0-fffe-4290-ab15-0ec84ad0bc5c · outbound

This paper cites Simu5g: A system-level simulator for 5g networks,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Simu5g: A system-level simulator for 5g networks,

Reference 22

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Observation 48154be8-f4df-4d17-87f1-35d6a8d9a722 · outbound

This paper cites Sionna RT: Differentiable Ray Tracing for Radio Propagation Modeling.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Sionna RT: Differentiable Ray Tracing for Radio Propagation Modeling

Reference 23

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Observation 5367cab7-61e4-43a9-aaef-ad9051d870f6 · outbound

This paper cites Flexible multi-node simulation of cellular mobile communications: the Vienna 5G System Level Simulator,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Flexible multi-node simulation of cellular mobile communications: the Vienna 5G System Level Simulator,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.144857Z

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Observation 080b48a2-0dc1-4077-8e15-47760896f6e6 · outbound

This paper cites Project PLATEAU,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Project PLATEAU,

Reference 25

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Observation ab3aeaa8-50d5-4943-bd6e-9f43b0f357eb · outbound

This paper cites OpenStreetMap,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges OpenStreetMap,

Reference 26

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Observation 602bc052-109c-4f86-9935-870507023fcb · outbound

This paper cites Digital twin-assisted explainable AI for robust beam prediction in mmWave MIMO systems,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital twin-assisted explainable AI for robust beam prediction in mmWave MIMO systems,

Reference 27

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Observation 3a46105f-df42-447e-9e8c-f66b5248b78c · outbound

This paper cites Digital twin of channel: Diffusion model for sensing-assisted statistical channel state information generation,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital twin of channel: Diffusion model for sensing-assisted statistical channel state information generation,

Reference 28

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Observation 0f9f8657-1fb0-402c-a2fa-102cd179c00d · outbound

This paper cites Wireless EM propagation software,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Wireless EM propagation software,

Reference 29

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Observation e6d356fe-c998-4dc7-bd08-121d7326bc42 · outbound

This paper cites DeepMIMO: A Generic Deep Learning Dataset for Millimeter Wave and Massive MIMO Applications.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges DeepMIMO: A Generic Deep Learning Dataset for Millimeter Wave and Massive MIMO Applications

Reference 30

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Observation 5e0ded29-cd64-46c5-ad83-1f417536004a · outbound

This paper cites A predictive 6G network with environment sens- ing enhancement: From radio wave propagation perspective,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges A predictive 6G network with environment sens- ing enhancement: From radio wave propagation perspective,

Reference 31

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Observation 328a8aa7-8c7e-4a84-a61f-205a0f0bb704 · outbound

This paper cites Open wireless digital twin: End-to-end 5G mobility emulation with OpenAirInterface and Ray Tracing,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Open wireless digital twin: End-to-end 5G mobility emulation with OpenAirInterface and Ray Tracing,

Reference 32

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Observation dadcb6f6-aef2-46b6-9d0e-d0d990075194 · outbound

This paper cites Digital-twin-enabled city-model-aware deep learning for dynamic channel estimation in urban vehicular environ- ments,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital-twin-enabled city-model-aware deep learning for dynamic channel estimation in urban vehicular environ- ments,

Reference 33

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Observation 7ca60fc5-de99-4484-9d6b-2a7df4c00514 · outbound

This paper cites Mi- croscopic traffic simulation using SUMO,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Mi- croscopic traffic simulation using SUMO,

Reference 34

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Observation bb829639-e8a3-49ee-b425-b97102990f15 · outbound

This paper cites Exploiting age of information in network digital twins for AI- driven real-time link blockage detection,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Exploiting age of information in network digital twins for AI- driven real-time link blockage detection,

Reference 35

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Observation ad356d3e-5b2e-413a-8d01-053e5a8e27c5 · outbound

This paper cites CARLA: An open urban driving simulator,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges CARLA: An open urban driving simulator,

Reference 36

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Observation 759b3d32-5fe0-4da1-ab9d-8998d6927502 · outbound

This paper cites Digital twins driven intelligent reflecting surfaces for 6G enabled intelligent transportation systems,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital twins driven intelligent reflecting surfaces for 6G enabled intelligent transportation systems,

Reference 37

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Observation 007353b9-60c7-4fc0-8718-b463d5a718bd · outbound

This paper cites A digital twin based reconfigurable intelligent surface phase adaptation using spiking reinforcement learn- ing policy optimization,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges A digital twin based reconfigurable intelligent surface phase adaptation using spiking reinforcement learn- ing policy optimization,

Reference 38

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Observation c49cfc7a-498d-49b5-a053-80dbf2e64063 · outbound

This paper cites Effects of building materials and structures on radiowave prop- agation in the range of 1 MHz to 450 GHz,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Effects of building materials and structures on radiowave prop- agation in the range of 1 MHz to 450 GHz,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.236960Z

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Observation f19086bb-3dfc-43e3-a1a4-70543867a29a · outbound

This paper cites Real-time digital twins: Vision and research directions for 6G and beyond,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Real-time digital twins: Vision and research directions for 6G and beyond,

Reference 40

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Observation 8da5bff7-51cc-4fc9-b24d-762d54a06836 · outbound

This paper cites Leveraging ray tracing cores for particle- based simulations on GPUs,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Leveraging ray tracing cores for particle- based simulations on GPUs,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.249032Z

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Observation fe7a3e04-67a3-4af0-8baf-1938873cadf1 · outbound

This paper cites NVIDIA Omniverse,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges NVIDIA Omniverse,

Reference 42

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Observation bbb5b862-5270-4017-8709-9adccc923d83 · outbound

This paper cites Blender 3D design software,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Blender 3D design software,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.260798Z

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Observation dc90de57-8ec4-4f78-855d-b906d943b0c2 · outbound

This paper cites Electromagnetic metasurfaces: Insight into evolution, design and applications,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Electromagnetic metasurfaces: Insight into evolution, design and applications,

Reference 44

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Observation f99355f4-aae4-4949-b824-22cb028cb530 · outbound

This paper cites A digital twin for reconfigurable intelligent surface assisted wireless communication,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges A digital twin for reconfigurable intelligent surface assisted wireless communication,

Reference 45

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Observation ae1c582b-a013-4842-b840-a20a8b556106 · outbound

This paper cites Digital twin enabled 6G cell-free multi-function reconfig- urable metasurfaces communications: Concepts, challenges, and future directions,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital twin enabled 6G cell-free multi-function reconfig- urable metasurfaces communications: Concepts, challenges, and future directions,

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.287218Z

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Observation 91c77ba9-d176-40c8-84ff-534bf02ec6ff · outbound

This paper cites Digital twin aided RIS communication: Robust beamforming and interference management,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital twin aided RIS communication: Robust beamforming and interference management,

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.296243Z

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Observation 026c9255-1fb6-433f-9bb9-52f9749b50a1 · outbound

This paper cites Aerial reconfigurable intelligent surface-aided MEC networks with ultra-reliable low-latency commu- nications: A digital twin approach,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Aerial reconfigurable intelligent surface-aided MEC networks with ultra-reliable low-latency commu- nications: A digital twin approach,

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.304661Z

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Observation 6ec60a8c-bbb1-437b-9796-73e3dcd8b827 · outbound

This paper cites Dynamic resource alloca- tion in iot enhanced by digital twins and intelligent reflecting surfaces,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Dynamic resource alloca- tion in iot enhanced by digital twins and intelligent reflecting surfaces,

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.314148Z

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Observation bff7141b-f3df-4102-a2a9-c4e663311394 · outbound

This paper cites Digital twin-aided learning for managing reconfigurable intelligent surface-assisted, uplink, user- centric cell-free systems,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital twin-aided learning for managing reconfigurable intelligent surface-assisted, uplink, user- centric cell-free systems,

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.322016Z

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Observation 98a8b8be-d387-4ad0-ae34-3059a03a02e1 · outbound

This paper cites Intelligent reflecting surface and network slicing assisted vehicle digital twin update,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Intelligent reflecting surface and network slicing assisted vehicle digital twin update,

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.327982Z

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Observation f36a9c2a-e16e-4a8b-8e02-e21b9ce27fd9 · outbound

This paper cites Intelligent reflecting surfaces aided task offloading in digital twin edge networks,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Intelligent reflecting surfaces aided task offloading in digital twin edge networks,

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.334500Z

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Observation 583e34d9-c1e8-4555-a954-243e864996b6 · outbound

This paper cites Integrated resource collaboration for RIS-assisted digital- twin-empowered internet of everything,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Integrated resource collaboration for RIS-assisted digital- twin-empowered internet of everything,

Reference 53

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Observation c1352c17-85ce-486f-8474-221263f49d30 · outbound

This paper cites Generative ar- tificial intelligence: a systematic review and applications,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Generative ar- tificial intelligence: a systematic review and applications,

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.353338Z

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Observation 8ee80c75-b472-4277-b2d8-d574dccf427c · outbound

This paper cites Artificial intelligence in mobile communication: A survey,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Artificial intelligence in mobile communication: A survey,

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.360000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e157c48-c056-40bb-9ca7-316270821295 · outbound

This paper cites A digital twin approach for self-optimization of mobile networks,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges A digital twin approach for self-optimization of mobile networks,

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.365834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a77810c7-fc3c-4378-aaa2-b90a77eec840 · outbound

This paper cites Digital twin-enhanced deep reinforcement learning for resource management in networks slicing,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital twin-enhanced deep reinforcement learning for resource management in networks slicing,

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.372012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 733dd759-76a3-48f9-89cc-9e2a4fc76d02 · outbound

This paper cites Deep energy-efficient optimization network for URLLC over cell-free massive MIMO,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Deep energy-efficient optimization network for URLLC over cell-free massive MIMO,

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.377533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16838d0b-1b84-43f0-b7d5-f102c552b221 · outbound

This paper cites A secure and resilient 6G architecture vision of the german flagship project 6G- ANNA,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges A secure and resilient 6G architecture vision of the german flagship project 6G- ANNA,

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.385722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97c7b6a1-0d51-47a1-9b0d-306b8f0dbbbb · outbound

This paper cites Digital twin enhanced federated reinforcement learning with lightweight knowledge distillation in mo- bile networks,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital twin enhanced federated reinforcement learning with lightweight knowledge distillation in mo- bile networks,

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.392225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80de43a7-0c4d-4aa9-abb6-a22d63e9a3a0 · outbound

This paper cites Digital twin vir- tualization with machine learning for IoT and beyond 5G networks: Research directions for security and optimal control,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital twin vir- tualization with machine learning for IoT and beyond 5G networks: Research directions for security and optimal control,

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.398502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d734bcc-5138-47d4-b448-5ad5d91c4bf7 · outbound

This paper cites Empowering things with intelligence: A survey of the progress, challenges, and opportunities in artificial intelligence of things,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Empowering things with intelligence: A survey of the progress, challenges, and opportunities in artificial intelligence of things,

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.405031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac1ba540-30ce-40b6-9e3d-b5bdfd2a5c32 · outbound

This paper cites Personalized federated learning for generative ai empowered digital twin networks,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Personalized federated learning for generative ai empowered digital twin networks,

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.410337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7413d00f-9d67-4ad4-9994-820a0fd8d3d5 · outbound

This paper cites Federated learning-driven digital twin framework for adaptive resource management in 6G edge networks,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Federated learning-driven digital twin framework for adaptive resource management in 6G edge networks,

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.415783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecbfceed-a576-4b1d-8a10-c4cce85097f4 · outbound

This paper cites Federated learning for dynamic resource allocation in 6G network slicing,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Federated learning for dynamic resource allocation in 6G network slicing,

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.422194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba173773-d236-4a63-8a25-520f3156d705 · outbound

This paper cites Low-latency federated learning and blockchain for edge association in digital twin empowered 6g networks,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Low-latency federated learning and blockchain for edge association in digital twin empowered 6g networks,

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.429527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cefa9a8b-706f-4017-8b53-2fc400c717fc · outbound

This paper cites Next-gen internet of drones: Federated learning and digital twin synergy for energy-efficient task allocation and seamless service migration,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Next-gen internet of drones: Federated learning and digital twin synergy for energy-efficient task allocation and seamless service migration,

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.435954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd220ada-6b43-43a5-9969-8c42eca12c32 · outbound

This paper cites Mobile edge computing: A survey on archi- tecture and computation offloading,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Mobile edge computing: A survey on archi- tecture and computation offloading,

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.444100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73d1f2e9-d1b4-41f7-8432-586b4399f263 · outbound

This paper cites URLLC edge networks with joint optimal user association, task offloading and resource allocation: A digital twin approach,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges URLLC edge networks with joint optimal user association, task offloading and resource allocation: A digital twin approach,

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.450966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b44a7a32-055f-4ad9-8083-8d3b5675845a · outbound

This paper cites Digital twin-assisted URLLC-enabled task offloading in mobile edge network via robust combinatorial optimization,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital twin-assisted URLLC-enabled task offloading in mobile edge network via robust combinatorial optimization,

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.457477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a1c97a9-f818-461b-a83a-0f118dd63992 · outbound

This paper cites Task dependency aware optimal resource allocation for urllc edge network: A digital twin approach using finite blocklength,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Task dependency aware optimal resource allocation for urllc edge network: A digital twin approach using finite blocklength,

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.462742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b30b9cc4-19b1-4ba8-9a21-49583770521d · outbound

This paper cites Digital-twin-assisted task offloading based on edge collaboration in the digital twin edge network,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital-twin-assisted task offloading based on edge collaboration in the digital twin edge network,

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.467725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ebd34b3-e7e2-41d6-9d72-802c7a7d6e10 · outbound

This paper cites Digital twin-enabled 6G aerial edge computing with ultra-reliable and low-latency communications : (invited paper),.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital twin-enabled 6G aerial edge computing with ultra-reliable and low-latency communications : (invited paper),

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.472714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3084717-239f-4bbc-b6a3-619f95375198 · outbound

This paper cites OpenAirInterface: Democratizing innovation in the 5G era,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges OpenAirInterface: Democratizing innovation in the 5G era,

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.477513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0fdf1e1-0195-4917-a57c-7b575251cad3 · outbound

This paper cites C-GRBFnet: A physics-inspired generative deep neural network for channel representation and prediction,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges C-GRBFnet: A physics-inspired generative deep neural network for channel representation and prediction,

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.482346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45c2f8d9-4d82-4b35-a180-6c121f97afe6 · outbound

This paper cites Sionna RT: Technical report,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Sionna RT: Technical report,

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.487296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ddf19dd-efd7-476e-902c-3a8f75102c97 · outbound

This paper cites Study on channel model for frequencies from 0.5 to 100 GHz (3GPP TR 38.901 version 16.1.0 release 16),.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Study on channel model for frequencies from 0.5 to 100 GHz (3GPP TR 38.901 version 16.1.0 release 16),

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:06.040064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d3cb256a-1869-4989-9aad-028719997309 · outbound

This paper cites Deep residual learning for image recognition,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Deep residual learning for image recognition,

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.498670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e74b9a1-e182-45ea-9202-79371ef2a499 · outbound

This paper cites Denoising diffusion probabilistic models,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Denoising diffusion probabilistic models,

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.504256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d03b1f04-ccf8-454c-acf6-4dddf1642043 · outbound

This paper cites Conditional generative adversarial nets,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Conditional generative adversarial nets,

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-16T00:14:03.510143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a032489-9c99-4021-9e8f-785278d587c6 · outbound

This paper cites Wasserstein generative adversarial networks,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Wasserstein generative adversarial networks,

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.968107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ea73dfe5-29d8-4a2e-8e9b-f943394340d1 · outbound

This paper cites Smart cities—a structured literature review,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Smart cities—a structured literature review,

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.939546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cd5fa523-8518-4913-a3e3-b9e4514ece31 · outbound

This paper cites A digital twin framework for edge server placement in mobile edge computing,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges A digital twin framework for edge server placement in mobile edge computing,

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.921254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f5a5109f-c726-44d1-a33a-1f59f1b1be4c · outbound

This paper cites On the integration of digital twin networks into city digital twins: Benefits and challenges,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges On the integration of digital twin networks into city digital twins: Benefits and challenges,

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.903723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1165f4cf-4eae-4db7-8097-1a2a446ad02f · outbound

This paper cites Urban digital twins for smart cities and citizens: The case study of Herrenberg, Germany,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Urban digital twins for smart cities and citizens: The case study of Herrenberg, Germany,

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.884139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0c0a200a-da16-4b81-8cf2-c68c62fe76bb · outbound

This paper cites Digital twin framework for smart city solutions,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital twin framework for smart city solutions,

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.855516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation dd14be74-c710-41d9-98d8-d8efb1b3dc16 · outbound

This paper cites The potential of augmented reality for digital twins: A literature review,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges The potential of augmented reality for digital twins: A literature review,

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.831226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation aed5479f-b808-465d-95dc-7b7e327a780f · outbound

This paper cites Study on poisoning attacks: Appli- cation through an IoT temperature dataset,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Study on poisoning attacks: Appli- cation through an IoT temperature dataset,

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.805425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4adede9b-5ff4-4c8b-a3d8-7661ca2e811d · outbound

This paper cites Decentralized digital twin networks,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Decentralized digital twin networks,

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.786613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c3e96f97-06bd-445b-bc00-664360e1e757 · outbound

This paper cites Digital twin driven blockchain based reliable and efficient 6G edge network,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital twin driven blockchain based reliable and efficient 6G edge network,

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.760523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b90e05f3-df43-417a-8896-e7fcb6b60a50 · outbound

This paper cites Forging the industrial metaverse for industry 5.0: Where extended reality, IIoT, opportunistic edge computing, and digital twins meet,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Forging the industrial metaverse for industry 5.0: Where extended reality, IIoT, opportunistic edge computing, and digital twins meet,

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.739769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f594e125-75fb-433c-b4f4-2650846ffdde · outbound

This paper cites Resource allocation for eMBB/URLLC coexistence in massive MIMO industrial automa- tion,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Resource allocation for eMBB/URLLC coexistence in massive MIMO industrial automa- tion,

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.719629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 848d6869-1412-4269-90e3-6d56671ce2fc · outbound

This paper cites Dynamic re- source allocation for URLLC and eMBB in MEC-NFV 5G networks,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Dynamic re- source allocation for URLLC and eMBB in MEC-NFV 5G networks,

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.692461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3fd544d0-6cda-4e78-91ed-b6566a917166 · outbound

This paper cites ORBIT-DT: Bridging simulation and reality with digital twin design for O-RAN in beyond 5G networks,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges ORBIT-DT: Bridging simulation and reality with digital twin design for O-RAN in beyond 5G networks,

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.663922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 82fcf3fb-edc8-44ec-8f89-6edf1f0fffe7 · outbound

This paper cites A novel wireless resource management for the 6G-enabled high-density internet of things,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges A novel wireless resource management for the 6G-enabled high-density internet of things,

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.643466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e3bbf29a-34b9-46b9-8b1d-af6f2b81d2f9 · outbound

This paper cites Digital twin to control and monitor an industrial cyber-physical environment supported by augmented reality,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Digital twin to control and monitor an industrial cyber-physical environment supported by augmented reality,

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.620171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bb7ad542-f9c7-41ed-90b9-b918b15513da · outbound

This paper cites Challenges and opportunities in secure real-time digital twin systems for AR/VR-enabled smart factories,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Challenges and opportunities in secure real-time digital twin systems for AR/VR-enabled smart factories,

Reference 97

Resolution: metadata mismatch; raw_fallback, observed 2026-08-16T00:14:04.175215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6d37e71a-3621-48d8-ae4e-a83fd0289ab3 · outbound

This paper cites Resource- constrained extended reality operated with digital twin in industrial internet of things,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Resource- constrained extended reality operated with digital twin in industrial internet of things,

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.597896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1165667a-223d-4cd0-90a4-5f0103ad6732 · outbound

This paper cites A revolution of personalized healthcare: Enabling human digital twin with mobile AIGC,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges A revolution of personalized healthcare: Enabling human digital twin with mobile AIGC,

Reference 99

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.573718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9d9806bb-abd4-4f68-82b2-0dae6024046a · outbound

This paper cites Human digital twin: a survey,.

Digital Twin Networks for 6G Wireless Systems: Architecture, Enabling Technologies, Intelligent Control, and Open Challenges Human digital twin: a survey,

Reference 100

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:14:05.544736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers