LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization | Paper Citation Record

Observation eb7f0e93-c39a-4b07-ac8e-09c1fcddc846 · outbound

This paper cites Andrews, Stefano Buzzi, Wan Choi, Stephen V.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Andrews, Stefano Buzzi, Wan Choi, Stephen V

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:33.291130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4172379-cb9f-46e8-934d-4ea9ab116f5d · outbound

This paper cites A vision of 6g wireless systems: Applications, trends, technologies, and open research problems.IEEE Network, 34(3):134–142, 2020.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization A vision of 6g wireless systems: Applications, trends, technologies, and open research problems.IEEE Network, 34(3):134–142, 2020

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:33.410677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87d3687f-ff85-4ee3-b692-3c53163703b0 · outbound

This paper cites Dual self-attention is what you need for model drift detection in 6g networks.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Dual self-attention is what you need for model drift detection in 6g networks

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:33.545716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fc39801-8ddc-448a-a7e5-67c269db7d6d · outbound

This paper cites Ameur, B.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Ameur, B

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:33.711897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc35c94f-e4d0-43d0-ae8e-59b62d08ebb4 · outbound

This paper cites A speculative study on 6g.IEEE Wireless Communications, 27(4):118–125, August 2020.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization A speculative study on 6g.IEEE Wireless Communications, 27(4):118–125, August 2020

Reference 5

Resolution: verified exact; doi, observed 2026-08-01T21:33:33.299357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 76ac8a81-2960-42a7-b120-bbcee3e9ed86 · outbound

This paper cites A survey on intent-based networking.IEEE Communications Surveys & Tutorials, 25(1):625–655,.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization A survey on intent-based networking.IEEE Communications Surveys & Tutorials, 25(1):625–655,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:34.150230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd54e30b-7d6b-489f-be4a-f7e132e2438c · outbound

This paper cites ETSI GR ZSM 009-3 V1.1.1: Closed-loop automation (part 3).

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization ETSI GR ZSM 009-3 V1.1.1: Closed-loop automation (part 3)

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:34.461532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4533f470-7008-4acd-a984-3565d4e0795e · outbound

This paper cites Mekrache, A.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Mekrache, A

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:34.613713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55c3e066-abdc-4cc1-a433-35cbd944f754 · outbound

This paper cites The rise of agentic AI: Implications, concerns, and the path forward.IEEE Intelligent Systems, 40(2):8–14, March 2025.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization The rise of agentic AI: Implications, concerns, and the path forward.IEEE Intelligent Systems, 40(2):8–14, March 2025

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:34.791765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d8a8fba-6a89-412a-a55a-f8b9f6389d2e · outbound

This paper cites an unresolved cited work.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:34.942753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19a3a122-53cb-4d94-8aee-287f7e5908cc · outbound

This paper cites an unresolved cited work.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:35.084579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f16d9b3-4382-452d-aeb3-8e764ded6417 · outbound

This paper cites Jiang et al.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Jiang et al

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:35.149178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e909da1-5341-4581-bf0e-3c1338fda8e3 · outbound

This paper cites Kong et al.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Kong et al

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:35.286105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94c748ea-455f-494c-8bd3-d8a28cb667f6 · outbound

This paper cites Long et al.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Long et al

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:35.339286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa1fcb8f-6ee3-4e65-a9f1-4bf99323714e · outbound

This paper cites Saad et al.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Saad et al

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:35.417820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ba67e00-398a-40ed-9a69-3941d2993e74 · outbound

This paper cites an unresolved cited work.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:35.489238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36f786a0-fb30-422b-80a9-3952b12d1bb6 · outbound

This paper cites Zhao et al.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Zhao et al

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:35.539310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0986e2ef-1dd5-4a1b-9116-4f97b2d2d8b3 · outbound

This paper cites Mohammadi, Y.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Mohammadi, Y

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:35.709269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 598b991c-4a68-4c6a-a0b6-39d29e914b3d · outbound

This paper cites Zhu et al.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Zhu et al

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:35.820060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea8d70a1-ce9b-4d9a-80dd-97b828d094fc · outbound

This paper cites Jiang, C.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Jiang, C

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:35.907807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7ff2552-62cf-4460-9540-39278b4d3502 · outbound

This paper cites Masterman, S.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Masterman, S

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:35.996543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 822350f7-6291-4f94-a708-208c24c427c1 · outbound

This paper cites Sapkota, K.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Sapkota, K

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:36.118666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02cc9cf5-9d12-4bd2-a23a-fc02f74268c6 · outbound

This paper cites an unresolved cited work.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:36.216958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2db45fc-f0d2-40b8-9a1e-b3a46217d63e · outbound

This paper cites Zhang et al.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Zhang et al

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:36.337353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c73fc4cd-a2b4-4c3d-8900-a2778cafeb98 · outbound

This paper cites Toward 6g networks: Use cases and technologies.IEEE Communications Magazine, 58(3):55–61, 2020.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Toward 6g networks: Use cases and technologies.IEEE Communications Magazine, 58(3):55–61, 2020

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:36.428307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e1d765f-c74f-4821-a610-1a6a66390a21 · outbound

This paper cites Majid Butt, Istvan Z.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Majid Butt, Istvan Z

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:36.556524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 688b6837-ca69-4542-b045-0363d54eec6a · outbound

This paper cites RAN-CN converged control-plane for 6g cellular networks.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization RAN-CN converged control-plane for 6g cellular networks

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:36.719114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c364bc7-0181-4582-9f06-43e9e76baec6 · outbound

This paper cites A survey on open radio access networks: Challenges, research directions, and open source approaches.Sensors, 24 (3):1038, 2024.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization A survey on open radio access networks: Challenges, research directions, and open source approaches.Sensors, 24 (3):1038, 2024

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:36.933191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2816fcea-7694-4306-ac3c-f72f34478e67 · outbound

This paper cites A survey of 5g network: Architecture and emerging technologies.IEEE Access, 3:1206–1232, 2015.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization A survey of 5g network: Architecture and emerging technologies.IEEE Access, 3:1206–1232, 2015

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:37.133865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3262abb-f58b-438b-a0e5-1b1444eacaaa · outbound

This paper cites Software defined 5g and 6g networks: A survey.Mobile Networks and Applications, 27(5):1792–1812, 2022.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Software defined 5g and 6g networks: A survey.Mobile Networks and Applications, 27(5):1792–1812, 2022

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:37.363988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bbe9de0-1f68-46de-b6f9-505eb0185aa4 · outbound

This paper cites Prabha, A.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Prabha, A

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:37.568775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d647ac1-557c-4d1e-9e22-b2f8f393e2e4 · outbound

This paper cites 3GPP 5g core network: An overview and future directions.Array, 2022.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization 3GPP 5g core network: An overview and future directions.Array, 2022

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:37.714791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b069b28-ed41-4f70-8178-f693b42d487a · outbound

This paper cites An in-kernel solution based on XDP for 5g UPF: Design, prototype and performance evaluation.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization An in-kernel solution based on XDP for 5g UPF: Design, prototype and performance evaluation

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:37.918706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e667b7c2-b925-450f-9bd0-934fb04f7d19 · outbound

This paper cites Mekrache, K.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Mekrache, K

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:38.133949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c59d450-75ec-4aec-a5ee-74570a33e2fe · outbound

This paper cites When mlops meets nwdaf to enable autonomous next generation network analytics.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization When mlops meets nwdaf to enable autonomous next generation network analytics

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:38.270724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bc36e34-668f-4f9b-9883-be9277c54942 · outbound

This paper cites NEFSim: An open experimentation framework utilizing 3GPP’s exposure services.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization NEFSim: An open experimentation framework utilizing 3GPP’s exposure services

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:38.351189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2a5feca-20c6-4414-87f2-3850dcd7d048 · outbound

This paper cites A comprehensive analysis of cloud service models: IaaS, PaaS, and SaaS in the context of emerging technologies and trend.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization A comprehensive analysis of cloud service models: IaaS, PaaS, and SaaS in the context of emerging technologies and trend

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:38.424005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d06758b-8b1b-4ce5-81ab-e24a5fddf3b3 · outbound

This paper cites Overview of research trends and challenges in 6g mobile networks and the computing continuum.Scientific and Practical Cyber Security Journal (SPCSJ), 8(4):54–65, 2024.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Overview of research trends and challenges in 6g mobile networks and the computing continuum.Scientific and Practical Cyber Security Journal (SPCSJ), 8(4):54–65, 2024

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:38.602502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38fb2f24-2021-440f-aecc-2e24c955a6b2 · outbound

This paper cites Zero touch management: A survey of network automation solutions for 5g and 6g networks.IEEE Communications Surveys & Tutorials, 24(4):2535–2578, 2022.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Zero touch management: A survey of network automation solutions for 5g and 6g networks.IEEE Communications Surveys & Tutorials, 24(4):2535–2578, 2022

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:38.688477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f40cd6a-df18-4729-95d4-9945d2042b28 · outbound

This paper cites Zero-touch network and service management (ZSM); intent-driven autonomous networks.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Zero-touch network and service management (ZSM); intent-driven autonomous networks

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:38.763583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23e6b9ff-6b4a-45d2-83a7-7e52fcd5d273 · outbound

This paper cites Explainable AI (XAI): Core ideas, techniques, and solutions.ACM Computing Surveys, 55(9):1–33, 2023.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Explainable AI (XAI): Core ideas, techniques, and solutions.ACM Computing Surveys, 55(9):1–33, 2023

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:38.853864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a18cd8ae-7f46-4e75-bb39-8c4a10f1b760 · outbound

This paper cites Toward Native Artificial Intelligence in 6G Networks: System Design, Architectures, and Paradigms.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Toward Native Artificial Intelligence in 6G Networks: System Design, Architectures, and Paradigms

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:38.958020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77c2f8f9-8853-4796-bf7c-35e59c77d5fc · outbound

This paper cites Chochliouros et al.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Chochliouros et al

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:39.122008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f618d21a-9a50-4bd2-be5e-fd5daa5aa3e5 · outbound

This paper cites Santos et al.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Santos et al

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:39.289796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8aba6bb-b169-4919-849d-1688c8f4e5fa · outbound

This paper cites In-band network telemetry: A survey.Computer Networks, 186:107763, 2021.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization In-band network telemetry: A survey.Computer Networks, 186:107763, 2021

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:39.452560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37a6e207-d233-41da-88c7-ff01086ce201 · outbound

This paper cites Ksentini et al.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Ksentini et al

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:39.609462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dfd0649-7de1-4693-a46d-ab2bd32b6faf · outbound

This paper cites MLOps as a service for AI-native 6g networks.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization MLOps as a service for AI-native 6g networks

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:39.779390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7115d70-9d21-47a8-9bb8-6ef28bf7d225 · outbound

This paper cites Vincent Poor, and Shuguang Cui.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Vincent Poor, and Shuguang Cui

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:39.924853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1db07b4a-4b73-4feb-896b-bb057f4fd204 · outbound

This paper cites Ameur, A.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Ameur, A

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:40.111810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d85a1b2-495e-446b-bbc7-0ebc2770a735 · outbound

This paper cites Knowledge distillation and dataset distillation of large language models: Emerging trends, challenges, and future directions.Artificial Intelligence Review, 59(1):17, 2026.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Knowledge distillation and dataset distillation of large language models: Emerging trends, challenges, and future directions.Artificial Intelligence Review, 59(1):17, 2026

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:40.260930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b68aef7f-5c07-4a08-b093-ee7f212781a6 · outbound

This paper cites Explaining anomalies detected by autoencoders using shapley additive explanations.Expert Systems with Applications, 186:115736, 2021.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Explaining anomalies detected by autoencoders using shapley additive explanations.Expert Systems with Applications, 186:115736, 2021

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:40.428049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 811edfab-9de5-487c-9458-d63e3bfade5f · outbound

This paper cites Deterministic local interpretable model-agnostic explanations for stable explainability.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Deterministic local interpretable model-agnostic explanations for stable explainability

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:40.542363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42686984-e97b-450c-96db-e407c6fc6b05 · outbound

This paper cites Mekrache et al.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Mekrache et al

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:40.635208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb2b9150-ca49-48bc-92f3-4422b5c15357 · outbound

This paper cites A survey on in-context learning.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization A survey on in-context learning

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:40.728805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea6946cb-6729-4218-911d-c0dca8dd087d · outbound

This paper cites How abilities in large language models are affected by supervised fine-tuning data composition.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization How abilities in large language models are affected by supervised fine-tuning data composition

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:40.821001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46bd6173-4238-42e4-8d6e-661932f6e705 · outbound

This paper cites Jane Qin, Xiaohui Tao, and Fu Lee Wang.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Jane Qin, Xiaohui Tao, and Fu Lee Wang

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:40.925779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad72ff74-a5a0-482b-a623-85deb637bf1e · outbound

This paper cites LoRA: Low-rank adaptation of large language models.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization LoRA: Low-rank adaptation of large language models

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:41.015152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f59dc3cc-68da-4bde-92ca-e7f9a7cb1d7f · outbound

This paper cites DeepSeek-R1: Incentivizing reasoning capability in LLMs via reinforcement learning.arXiv preprint arXiv:cs.CL, 2026.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization DeepSeek-R1: Incentivizing reasoning capability in LLMs via reinforcement learning.arXiv preprint arXiv:cs.CL, 2026

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:41.099942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95319f74-0a3d-4e83-94d0-5687217d1ee0 · outbound

This paper cites A Survey on Knowledge Distillation of Large Language Models.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization A Survey on Knowledge Distillation of Large Language Models

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:41.197861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d0d444d-6c8f-4f2f-a434-73dba76cc1cf · outbound

This paper cites ReFT: Representation finetuning for language models.arXiv preprint arXiv:cs.CL, 2024.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization ReFT: Representation finetuning for language models.arXiv preprint arXiv:cs.CL, 2024

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:41.271530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cb494b1-fe11-4fe1-b1df-b37a36d5d6d1 · outbound

This paper cites Large language models are zero-shot reasoners.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Large language models are zero-shot reasoners

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:41.360998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcb5cbe6-4b19-4d66-a0ed-1ce509cb858a · outbound

This paper cites The unreliability of explanations in few-shot prompting for textual reasoning.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization The unreliability of explanations in few-shot prompting for textual reasoning

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:41.439146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a006fea7-bbea-4f07-91f2-825beed41ca9 · outbound

This paper cites Reasoning for translation: Comparative analysis of chain-of-thought and tree-of-thought prompting for LLM translation.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Reasoning for translation: Comparative analysis of chain-of-thought and tree-of-thought prompting for LLM translation

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:41.519531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c77d111-b342-409e-b2fb-1f07c9d0b26b · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive NLP tasks.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Retrieval-augmented generation for knowledge-intensive NLP tasks

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:41.620485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d4518c6-0ccc-4314-a513-d460d619016c · outbound

This paper cites API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMs.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMs

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:41.718592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6f88aed-d9e6-4407-aec9-c4030ce85a34 · outbound

This paper cites an unresolved cited work.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:41.783881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a00a6bb-46cc-4cc3-8706-82fdf90a58f9 · outbound

This paper cites A practical guide to building agents.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization A practical guide to building agents

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:41.876608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 100caf7f-67f9-497b-bb80-a0f509c7b7c3 · outbound

This paper cites Building effective AI agents.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Building effective AI agents

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:42.007589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6216a256-34ee-4512-bc68-4f3f5cb9b939 · outbound

This paper cites Tool learning with foundation models.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Tool learning with foundation models

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:42.073146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 704d7fe1-722a-4d91-8ac2-d4a1914df512 · outbound

This paper cites The evolution of agentic AI: Architecture and workflows for autonomous systems.Journal of Multidisciplinary, 5:418–427, 2025.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization The evolution of agentic AI: Architecture and workflows for autonomous systems.Journal of Multidisciplinary, 5:418–427, 2025

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:42.162988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 035d4767-20b6-4e4f-b0d3-abf96989862f · outbound

This paper cites ReAct: Synergizing reasoning and acting in language models.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization ReAct: Synergizing reasoning and acting in language models

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:42.248557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b76087c6-c27f-40c5-ac64-a2c3caee48a0 · outbound

This paper cites Generative Agents: Interactive Simulacra of Human Behavior.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Generative Agents: Interactive Simulacra of Human Behavior

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:42.347869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5640e35d-d163-4654-9605-b5c0b2a0f4f6 · outbound

This paper cites Ameur, B.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Ameur, B

Reference 73

Resolution: verified exact; doi, observed 2026-08-01T21:33:33.170963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8a8d9809-e74c-4622-9f2c-6a3f077b7056 · outbound

This paper cites Introspective Tips: Large Language Model for In-Context Decision Making.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Introspective Tips: Large Language Model for In-Context Decision Making

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:42.517342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d31ce8b-7b0f-4f5f-90f5-88649498a6a4 · outbound

This paper cites A survey of agent interoperability protocols: Model context protocol (MCP), agent communication protocol (ACP), agent-to-agent protocol (A2A), and agent network protocol (ANP).

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization A survey of agent interoperability protocols: Model context protocol (MCP), agent communication protocol (ACP), agent-to-agent protocol (A2A), and agent network protocol (ANP)

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:42.609569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab8606c4-56d0-4f09-a146-8a2c56398205 · outbound

This paper cites an unresolved cited work.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:42.725367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c73bba9f-63a9-4933-8044-be9cbdd538a9 · outbound

This paper cites Ameur, B.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Ameur, B

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:42.826838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea864fd7-f37a-417e-9d50-93433cc35381 · outbound

This paper cites Agent network protocol (ANP).

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Agent network protocol (ANP)

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:42.902811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68e213a1-c657-4446-a930-5362f57713f6 · outbound

This paper cites Introduction to agent communication protocol (ACP).

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Introduction to agent communication protocol (ACP)

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:42.998618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bee0044f-feb0-4bd7-b782-0350a04d552c · outbound

This paper cites Announcing agent payments protocol (AP2).

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Announcing agent payments protocol (AP2)

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:43.132052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a71ccc4-3d88-410c-b70b-aba88f427bac · outbound

This paper cites AI-native network APIs: A telco framework for the agent economy.SSRN, (5223311), 2025.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization AI-native network APIs: A telco framework for the agent economy.SSRN, (5223311), 2025

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:43.288883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f85c408-32dc-4185-a3f8-f2a230d8c538 · outbound

This paper cites The rise of agentic AI: A review of definitions, frameworks, architectures, applications, evaluation metrics, and challenges.Future Internet, 17(9):404, 2025.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization The rise of agentic AI: A review of definitions, frameworks, architectures, applications, evaluation metrics, and challenges.Future Internet, 17(9):404, 2025

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:43.354090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92af0868-652d-4faa-9557-190b53070181 · outbound

This paper cites Vasilakos, and Christos Emmanouilidis.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Vasilakos, and Christos Emmanouilidis

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:43.418827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f297efa-4f48-46d8-a481-f031281f0355 · outbound

This paper cites Elkael et al.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Elkael et al

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:43.504087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea767dbf-976e-45b8-9a88-dd90b17a255f · outbound

This paper cites an unresolved cited work.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Unresolved cited work

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:43.610914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26b8a0fd-bcb4-48b8-a7df-731998cf6431 · outbound

This paper cites Salan et al.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Salan et al

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:43.716750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f0912e5-2f9a-47a9-bf02-b680d08ec696 · outbound

This paper cites Kamatani et al.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Kamatani et al

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:43.843529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff633214-9c24-47e6-a8c4-598dcc754bc0 · outbound

This paper cites Towards 6g native-AI edge networks: A semantic-aware and agentic intelligence paradigm.arXiv preprint arXiv:2512.04405, 2025.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Towards 6g native-AI edge networks: A semantic-aware and agentic intelligence paradigm.arXiv preprint arXiv:2512.04405, 2025

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:44.017736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 226a898c-0f4c-4178-a97c-94d38b9cfc5e · outbound

This paper cites Agentic AI for 6G: A New Paradigm for Autonomous RAN Security Compliance.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Agentic AI for 6G: A New Paradigm for Autonomous RAN Security Compliance

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:44.163731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eead0d37-10d9-4cc2-b6ee-db9368c6aaa2 · outbound

This paper cites Integrated LLM-Based Intrusion Detection with Secure Slicing xApp for Securing O-RAN-Enabled Wireless Network Deployments.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Integrated LLM-Based Intrusion Detection with Secure Slicing xApp for Securing O-RAN-Enabled Wireless Network Deployments

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:44.336842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 957763e5-ce7c-4675-9fad-e3e54bcaa006 · outbound

This paper cites 6G-xSec: Explainable edge security for emerging OpenRAN architectures.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization 6G-xSec: Explainable edge security for emerging OpenRAN architectures

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:44.522215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f696877-db75-49bf-b26c-593f46de5fd1 · outbound

This paper cites Chatzistefanidis et al.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Chatzistefanidis et al

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:44.689512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03763f34-794f-43b9-bfb0-54d365184f1b · outbound

This paper cites Towards xapp conflict evaluation with explainable machine learning and causal inference in O-RAN.arXiv preprint arXiv:2510.13031, 2025.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Towards xapp conflict evaluation with explainable machine learning and causal inference in O-RAN.arXiv preprint arXiv:2510.13031, 2025

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:44.908826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92ce2c69-f02d-42cb-a362-ccc225036e6e · outbound

This paper cites Maxenti et al.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Maxenti et al

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:45.081361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48fc3e2f-8dee-4fb4-84d3-4ff5c2525153 · outbound

This paper cites The LLM as a network operator: A vision for generative AI in the 6g radio access network.arXiv preprint arXiv:cs.NI, 2025.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization The LLM as a network operator: A vision for generative AI in the 6g radio access network.arXiv preprint arXiv:cs.NI, 2025

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:45.220121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83d3fb45-6443-4fd7-a150-2334c7982fa1 · outbound

This paper cites GenOnet: Generative open xg network simulation with multi-agent LLM and ns-3.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization GenOnet: Generative open xg network simulation with multi-agent LLM and ns-3

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:45.384218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f8dca09-8a56-4762-b19b-4ca196d696e5 · outbound

This paper cites Reflection-Driven Self-Optimization 6G Agentic AI RAN via Simulation-in-the-Loop Workflows.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Reflection-Driven Self-Optimization 6G Agentic AI RAN via Simulation-in-the-Loop Workflows

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:45.554058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86624cdb-0a8c-4acf-adcc-bd839b6d8d71 · outbound

This paper cites Symbiotic agents: A novel paradigm for trustworthy AGI-driven networks.Computer Networks, page 111749, 2025.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization Symbiotic agents: A novel paradigm for trustworthy AGI-driven networks.Computer Networks, page 111749, 2025

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:45.732654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89ad23ee-09a4-4326-81f1-45f0104937a3 · outbound

This paper cites SafeServe: Scalable tooling for release safety and push testing in multi-app monetization platforms.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization SafeServe: Scalable tooling for release safety and push testing in multi-app monetization platforms

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:45.878831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 199513d4-9144-4486-8b43-650d5029113d · outbound

This paper cites LLM-enabled full-stack configuration automation of SDM transport network.

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization LLM-enabled full-stack configuration automation of SDM transport network

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-01T21:29:46.087937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers