Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T16:20:59.475640Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 100 of 284 outbound references and 6 inbound Pith citation observations for arXiv:2508.18725.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T16:20:59.475640Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T14:49:49.316579Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-17T01:23:49.500519Z
100 of 284 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8d59e039-8fcd-4577-b9d8-cd1e05e0ecaa · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions 6G White Paper on Edge Intelligence
Reference 1
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Observation 200ef3f9-a8b1-4800-a71f-c881c5cb3d90 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions A survey of integrating generative artificial intelligence and 6g mobile services: Architectures, solutions, technologies and outlooks,
Reference 2
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Observation 2e816f1b-816d-42c2-814c-a80c5a2dd922 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Split learning over wireless networks: Parallel design and resource management,
Reference 3
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Observation 4037d275-ba85-4095-b574-83c1689eb2d2 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions 6g: Opening new horizons for integration of comfort, security, and intelligence,
Reference 4
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Observation 075d260c-ae21-45d3-95e9-20cbd81a6794 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Large models for aerial edges: An edge-cloud model evolution and communication paradigm,
Reference 5
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Observation f2088e93-f760-4ead-8e7c-ae753309a4ea · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Adaptive device-edge collaboration on dnn inference in aiot: A digital-twin-assisted approach,
Reference 6
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Observation 4f2dd470-73d6-4594-806d-012d842087d4 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Toward democratized generative ai in next-generation mobile edge networks,
Reference 7
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Observation 0a9d98fc-bcde-4725-b9d9-4c43f3723041 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions A survey on approximate edge ai for energy efficient autonomous driving services,
Reference 8
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Observation edbe0d8a-43e1-486f-930f-27180c328366 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Edgeaiguard: Agentic llms for minor protection in digital spaces,
Reference 9
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Observation 10c4a2fa-fd94-4374-8dda-cfa033d5003a · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Swipt-enabled cell-free massive mimo-noma networks: A machine learning-based approach,
Reference 10
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Observation 4f67783d-1020-48f3-b826-040c7bdd12e0 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Edge intelligence: Empowering intelligence to the edge of network,
Reference 11
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Observation 715b3d0e-6f69-4b58-a839-2a817985adc1 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Multi-modal knowledge graph con- struction and application: A survey,
Reference 12
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Observation 511ba243-e81f-41de-a815-ed8d58b53193 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions A survey on mobile anchor node as- sisted localization in wireless sensor networks,
Reference 13
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Observation 0ad5abaf-958c-4c35-bdc8-6a0fdfea3b33 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Multiagent deep reinforcement learning for joint multichannel access and task offloading of mobile-edge computing in industry 4.0,
Reference 14
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Observation 13ece8b0-006b-4f0c-8cb0-9aa6802e643e · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Green edge intelligence for smart management of a fanet in disaster-recovery scenarios,
Reference 15
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Observation 425069c7-7b88-448c-97ad-e08f46a6a57c · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions A survey on space-air-ground-sea integrated network security in 6g,
Reference 16
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Observation fd1b6ac6-09fa-43df-9c43-8b6ed31c6235 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions The road toward general edge in- telligence: Standing on the shoulders of foundation models,
Reference 17
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Observation 8a1aa271-355d-4b7b-81d5-f858c1817a92 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Edge intelligence-based ultra-reliable and low-latency communications for digital twin-enabled metaverse,
Reference 18
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Observation 8d3b2249-2f25-4917-bb5f-e72ded56ebb9 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Relay-assisted federated edge learning: Performance analysis and system optimization,
Reference 19
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Observation 3960a594-209b-4e7d-bc11-5017e11050f3 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Large language models empowered autonomous edge ai for connected intelligence,
Reference 20
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Observation 807eba56-9853-48fd-a5b5-7d394d5d27c8 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Secrecy energy efficiency maximiza- tion in irs-assisted vlc miso networks with rsma: A ds-ppo approach,
Reference 21
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Observation 5bb1ef61-a012-422a-b25f-32bf2fb6c86e · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Leveraging llms in cloud-edge networks for traffic risk prediction and accident severity analysis,
Reference 22
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Observation 994e4898-e0f5-4964-ab78-0e492e9569a3 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Model collaboration framework design for space-air-ground integrated networks,
Reference 23
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Observation 84b90dd5-7851-453a-b80d-57c116aa96e2 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Holistic network virtualization and pervasive network intelligence for 6g,
Reference 24
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Observation 28532656-f9bc-4f38-b00e-a50274e7410f · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Green ai for iiot: Energy efficient intelligent edge computing for industrial internet of things,
Reference 25
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Observation ae09f932-64c6-4fa2-8d03-45feb79449be · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions A survey on the edge computing for the internet of things,
Reference 26
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Observation fa653757-e8ca-45f6-bd16-3140a6334f8c · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Machine learning meets computation and communication control in evolving edge and cloud: Challenges and future perspective,
Reference 27
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Observation 03b3ece2-e12e-4407-8997-cc6c76ba9387 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems
Reference 28
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Observation f20d60a1-2837-474d-8d26-9ba1b6cd2b49 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Optimizing space-air- ground integrated networks by artificial intelligence,
Reference 29
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Observation 8f78dd00-f90b-4903-b0ac-c93401c44811 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Large language models (llms) inference offloading and resource allocation in cloud-edge computing: An active inference approach,
Reference 30
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Observation ea68d40d-be3f-49da-afb9-66c7ea75e00a · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Multi-agent Embodied AI: Advances and Future Directions
Reference 31
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Observation f485c040-5ec5-455d-9c23-10f2f27812b6 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Generative ai-enabled vehicular networks: Fundamentals, framework, and case study,
Reference 32
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Observation e359710b-efeb-4d70-8d38-6e447d4c524f · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Agent-as-a-service: An ai-native edge computing framework for 6g networks,
Reference 33
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Observation 6a06c9a8-3296-4820-b2bd-7a90b0954fbe · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions WirelessAgent: Large Language Model Agents for Intelligent Wireless Networks
Reference 34
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Observation 373e454a-bff7-40d5-b874-e75f17611cc5 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Agentification of the internet of things: A systematic literature review,
Reference 35
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Observation c2e3fe08-2963-49a4-ae47-45e5520b8bf2 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Generative ai for low-carbon artificial intelligence of things with large language models,
Reference 36
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Observation 4a3efc1c-eee5-4be2-913a-83c56cff100e · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Mobile edge intelligence for large language models: A contemporary survey,
Reference 37
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Observation 5a0a18e5-8dc7-4f65-87ff-46ee3e5c15e5 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions A Weighted Byzantine Fault Tolerance Consensus Driven Trusted Multiple Large Language Models Network
Reference 38
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Observation 0090526e-5227-42da-90fd-ad55eb3bbc3f · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Fully onboard ai- powered human-drone pose estimation on ultralow-power autonomous flying nano-uavs,
Reference 39
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Observation 0f3a4341-e148-46a4-a0a1-0ea84cd788e9 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Toward edge general intelligence with multiple-large language model (multi-llm): Architecture, trust, and orchestration,
Reference 40
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Observation c97467f1-0f30-448d-b796-e2771cd74194 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions UAVs Meet Agentic AI: A Multidomain Survey of Autonomous Aerial Intelligence and Agentic UAVs
Reference 41
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Observation b9f68999-2ae2-42dd-905c-254c4ea96594 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Edge large ai model agent-empowered cognitive multimodal semantic communication,
Reference 42
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Observation 2d1e6cb6-33cd-44fd-8825-8b4568f08f4b · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Advanced architectures integrated with agentic ai for next-generation wireless networks,
Reference 43
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Observation 4c67fce0-c5f2-4339-9909-c2b90056e3d1 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications
Reference 44
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Observation 2852c583-3dee-4c74-8bf2-e0fb4df35f2a · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Towards Agentic AI Networking in 6G: A Generative Foundation Model-as-Agent Approach
Reference 45
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Observation 163f1d8d-fc60-4952-932d-e9b1d469ef6d · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Edge Agentic AI Framework for Autonomous Network Optimisation in O-RAN
Reference 46
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Observation 05953204-5449-41d5-9c9e-744684a7dfdb · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Agentic Graph Neural Networks for Wireless Communications and Networking Towards Edge General Intelligence: A Survey
Reference 47
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Observation 2c82b2ca-cce4-4937-aba1-c6f76315850f · outbound
Reference 48
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Observation 967680d3-f5df-476f-b4b5-e789c807e205 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Voyager: An Open-Ended Embodied Agent with Large Language Models
Reference 49
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Observation 42f1b530-8a8e-4b19-9db6-2ec2faff067d · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Collaborative edge intelligence for autonomous vehicles: Opportunities and challenges,
Reference 50
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Observation 2ef857dc-4279-409b-b1b4-db73e395a15e · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Artificial intelligence-driven mechanism for edge computing-based industrial applications,
Reference 51
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Observation 0e0f0c3b-07ff-434e-9d89-20a32c1c65cc · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Agentic ai: A comprehensive survey of technologies, applications, and societal implications,
Reference 52
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Observation 705ade01-1b96-4882-9007-a98bcf2e4bd8 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Edge AI: A Taxonomy, Systematic Review and Future Directions
Reference 53
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Observation f899dc01-1667-4463-915d-70c399422d86 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Toward agentic ai: Generative infor- mation retrieval inspired intelligent communications and networking,
Reference 54
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Observation ba08911c-ae37-41ca-994b-a480156ea617 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Metaverse unbound: A survey on synergistic integration between semantic communication, 6g, and edge learning,
Reference 55
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Observation 7ca738ba-5036-448f-9ea5-bc79c0621b1c · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Applications of explainable ai for 6g: Technical aspects, use cases, and research challenges,
Reference 56
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Observation 35c13712-9878-4698-8d87-e03dc79a378e · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Language models are few-shot learners,
Reference 57
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Observation f3569c72-67b4-4339-bce9-e7bd6f899c10 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer
Reference 58
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Observation 0ce48175-e581-45fb-bf63-9266dbfc1630 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions On the Opportunities and Risks of Foundation Models
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Observation cf133e02-53c9-479d-a401-afd5265c66f5 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Autort: Embodied foundation models for large scale orchestration of robotic agents,
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Observation 34599757-3c61-4775-adfa-f1e53c453b26 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Edge perception: Intelligent wireless sensing at network edge,
Reference 61
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Observation 74ab39fa-ca3e-4583-a120-62447e889392 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Socialized learning: A survey of the paradigm shift for edge intelligence in networked systems,
Reference 62
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Observation db9ac745-9912-45e1-aace-0f29033730ca · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Edge computing task offloading for environmental perception of autonomous vehicles in 6g networks,
Reference 63
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Observation ff0050b4-1a9e-467b-817d-3d568c76bbb2 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Improving efficiency in multi-modal autonomous embedded systems through adaptive gating,
Reference 64
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Observation f75ef847-04e2-48f7-b4bc-232b7d81ac1f · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Edge intelligence for internet of vehicles: A survey,
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Observation 8ee2c6c1-69e8-4cc1-9405-186f2ac20591 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions From Autonomous Agents to Integrated Systems, A New Paradigm: Orchestrated Distributed Intelligence
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Observation b3e0a038-0d54-4203-ade7-d4833cadf5f4 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Decentralization of generative ai via mixture of experts for wireless networks: A comprehensive survey,
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Observation 6d62d4e4-f5c8-4c8d-9d0d-f491f294f3e5 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Edge artificial intelligence for 6g: Vision, enabling technologies, and applications,
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Observation 143fd06b-ef3c-4180-a878-1d6fb27e162a · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Augmenting language models with long-term memory,
Reference 69
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Observation 0ac4f13d-0b78-447f-89bf-097c98e9f291 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions React: Synergizing reasoning and acting in language models,
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Observation ce6995af-a29d-4357-992f-100fdfa5576b · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Optimizing Generative AI Networking: A Dual Perspective with Multi-Agent Systems and Mixture of Experts
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Observation ad7ed017-870a-4dfe-8f6c-43156fe488c3 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Generative ai agents with large language model for satellite networks via a mixture of experts trans- mission,
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Observation 817babdb-d0d0-4d36-978f-99501c9774d3 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Mixture of Experts for Network Optimization: A Large Language Model-enabled Approach
Reference 73
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Observation eb1065f2-9cf7-4fe9-83c2-aa474b5c974e · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Multi-modal multi- task (m3t) federated foundation models for embodied ai: Potentials and challenges for edge integration,
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Observation bc2408cd-07b2-4bfe-b163-b06cfb2020bb · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Trine: Cloud-edge-device cooperated real-time video analysis for household applications,
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Observation 4a19fb8e-3363-4d08-adfd-f4772ba74627 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Towards Integrated Fine-tuning and Inference when Generative AI meets Edge Intelligence
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Observation fb0f82b3-eaaa-4711-9a6d-22ed62879aa2 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Building Blocks to Empower Cognitive Internet with Hybrid Edge Cloud
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Observation e6ccd6c2-c448-441d-b3cb-d252d5ea2828 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Towards edge general intelligence via large language models: Opportunities and challenges,
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Observation b21b5a92-df50-4dd7-bfa9-67d78642e230 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions World Models for Cognitive Agents: Transforming Edge Intelligence in Future Networks
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Observation dece6c95-fc70-41b0-8a35-5f66a8a360c5 · outbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Edge Intelligence: Architectures, Challenges, and Applications
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