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Paper Citation Record · LEDGER

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents

As of 7 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 0 inbound Pith citation observations for arXiv:2607.04219.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2607.04219 v1

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T20:52:18.868711Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

65 of 65 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved64
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 10a433aa-32c9-4814-bb47-10900d850ce2 · outbound

This paper cites The evolution of AI: From classical machine learning to modern large language models,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents The evolution of AI: From classical machine learning to modern large language models,

Reference 1

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Observation d51bdc7a-cb13-4397-b0fd-c081184a9583 · outbound

This paper cites Agentic AI: a com- prehensive survey of architectures, applications, and future directions,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Agentic AI: a com- prehensive survey of architectures, applications, and future directions,

Reference 2

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Observation 0ec8ea43-d7ad-49db-bef1-974f7bb3ba8a · outbound

This paper cites Deep learning based delay and bandwidth efficient data transmission in iot,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Deep learning based delay and bandwidth efficient data transmission in iot,

Reference 3

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Observation 746d96bc-5cbd-464c-a4b7-30d5b66bef87 · outbound

This paper cites Smart x: A description for smart environments,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Smart x: A description for smart environments,

Reference 4

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Observation afb5f2b0-7740-4866-a446-185202b4dc4b · outbound

This paper cites Agentic AI: Autonomous intelligence for complex goals—a comprehensive survey,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Agentic AI: Autonomous intelligence for complex goals—a comprehensive survey,

Reference 5

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:08ddbe48ff31934d70180a11738cf23b439478b83fef2c20ecc85a40c6dd7d5e

Observation 52cebec9-e7c8-45d6-8241-7ed50f049b97 · outbound

This paper cites Internet of agents: Fundamentals, applications, and challenges,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Internet of agents: Fundamentals, applications, and challenges,

Reference 6

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:6c884cf2192cfe24c419baee34d34d797fe7e72d0a39611b732ca05a3a130b14

Observation 4705ac18-744b-4fec-bbfe-2e4280526303 · outbound

This paper cites The internet of AI agents (iaia): A new frontier in networked and distributed intelligence,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents The internet of AI agents (iaia): A new frontier in networked and distributed intelligence,

Reference 7

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:88a4a3dc4cdf178730ac79ed816627763fbd192a975d08b5e8419625817c50d8

Observation 8eb62802-99c7-4578-98ae-26832d8e8f91 · outbound

This paper cites Complementing iot services through software defined networking and edge computing: A comprehensive survey,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Complementing iot services through software defined networking and edge computing: A comprehensive survey,

Reference 8

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:8861f206250912cdc722eca8e9dca2f47e31bc7b48cde9ac35530800dd28392f

Observation 6bacc17b-cf99-4e83-967a-2979e98dc11d · outbound

This paper cites Cognitive internet of things: A review of theory, applications, and recent advances,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Cognitive internet of things: A review of theory, applications, and recent advances,

Reference 9

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:25f72ad9287e80c46a7876f9514a96e07890c21592a8e61a6dae3ae4268cf474

Observation 1845ff16-bb65-486c-b590-abe7ae1ed352 · outbound

This paper cites Internet of agents: Fundamentals, applications, and challenges,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Internet of agents: Fundamentals, applications, and challenges,

Reference 10

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:cddc02aca05a92e4b1039ac2ecfe5eb08628fed995da2a722ebcb8b4c715a16a

Observation e5b33d9a-edb4-48ea-b4c3-fdb554df345f · outbound

This paper cites AI agents vs. Agentic AI: A conceptual taxonomy, applications and challenges,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents AI agents vs. Agentic AI: A conceptual taxonomy, applications and challenges,

Reference 11

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:45a6ea654f1d8717d189d7a51a7e49d3b621eb5cb53251ac2eed37f2042242d9

Observation 7bad4eb7-6998-42eb-895c-02bd2b82a060 · outbound

This paper cites Model-based trustworthiness evaluation of autonomous cyber-physical production systems: A systematic mapping study,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Model-based trustworthiness evaluation of autonomous cyber-physical production systems: A systematic mapping study,

Reference 12

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:4f638316a9f86b0194ba1cc4670747281e472f2831fc8ee77e0721738d7473e7

Observation e3ddfa39-c823-4e1b-8ee5-23611fcc1719 · outbound

This paper cites Available: https://doi.org/10.1145/3640314.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Available: https://doi.org/10.1145/3640314

Reference 13

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Observation d04efb57-359c-484c-86e6-3d03dfdd0cad · outbound

This paper cites Autonomous cyber- physical systems enabling smart positive energy districts,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Autonomous cyber- physical systems enabling smart positive energy districts,

Reference 14

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:603d1986979fcff641812ac174a61b994ecbc8f014a5ccbfb401a174ec2534c6

Observation f87bf8be-256f-4fc3-a829-00c06aae2598 · outbound

This paper cites Content-centric data and computation offload- ing in AI-supported fog networks for next generation iot,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Content-centric data and computation offload- ing in AI-supported fog networks for next generation iot,

Reference 15

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:de94299174c7a1fb403685b5d218102f4061858fce0ebaa02bd0aaea7482c1fc

Observation 4590a282-20c9-410f-b1db-a3c4f5ada283 · outbound

This paper cites Artificial intelligence of things: A survey,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Artificial intelligence of things: A survey,

Reference 16

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:e169d295575c88f49ededf08aafb9a77307511c3f657a0d7de54e47946c14be1

Observation 2055b357-8a9c-4c02-b83c-63a2d9b5fa70 · outbound

This paper cites From LLM reasoning to autonomous AI agents: A comprehensive review,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents From LLM reasoning to autonomous AI agents: A comprehensive review,

Reference 17

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:83705a2787f38f55c423fc4f7d11441346ffcda503cb9e41008d656ced494fd4

Observation 878f8b69-c560-4b48-b984-67937eb26efe · 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).

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents 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 18

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:fa2e33f76c0288997330f4c152569927c2cb15d18433d45b08cd7c83d15f1df4

Observation dd1704a7-be81-429e-a346-7ece4c2a2cf4 · outbound

This paper cites Acps: Agent collaboration protocols for the internet of agents,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Acps: Agent collaboration protocols for the internet of agents,

Reference 19

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:d17785574007d30aa4b933d9a20039c1e112e07b837eaad221abda08083684c0

Observation 4af918c4-1cff-47bb-856b-7c17d5bc87b8 · outbound

This paper cites From internet of things to internet of agents,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents From internet of things to internet of agents,

Reference 20

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:e4a11e388fe3db5aed42845295a777c4189591c85ac57948bd59265b4d5ac27d

Observation 55644044-1dd6-4d8d-9d9b-67d3a4d9c110 · outbound

This paper cites Semantic agent contracts for internet of agents,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Semantic agent contracts for internet of agents,

Reference 21

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:7ac1416b50fe54ea2eff2a418f1aee40cc08458a02f3af993c47b1763ba48706

Observation 46f57f19-04df-4523-b3a0-d5d58db9c8b0 · outbound

This paper cites Integration of MultiAgent systems with resource-oriented architecture for management of IoT- objects,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Integration of MultiAgent systems with resource-oriented architecture for management of IoT- objects,

Reference 22

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Observation 4f5bb0fa-70e1-4db4-8346-0fd43ac90d9e · outbound

This paper cites Towards the internet of agents: an analysis of the internet of things from the intelligence and autonomy perspective,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Towards the internet of agents: an analysis of the internet of things from the intelligence and autonomy perspective,

Reference 23

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:87a9f82696bad253099bd0984d3c7f7e42271cc47cbe54b4098e46f24f8cefa2

Observation 3ef236a7-aa2b-4aec-9c56-8dc010af1714 · outbound

This paper cites A sys- tematic method for building internet of agents applications based on the linked open data approach,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents A sys- tematic method for building internet of agents applications based on the linked open data approach,

Reference 24

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:6052740ce30ef4b263d863b3223d60928042773f256910884d5aded73298e3a2

Observation 0290039b-64ed-4773-b13a-d997d70ac175 · outbound

This paper cites An internet of agents architecture for training and deployment of deep convolutional models,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents An internet of agents architecture for training and deployment of deep convolutional models,

Reference 25

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Observation 7b195d5f-e7b5-418b-bdef-2c0cf02a22d7 · outbound

This paper cites Acting as a trustee for internet of agents in the absence of explicit feedback,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Acting as a trustee for internet of agents in the absence of explicit feedback,

Reference 26

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Observation 4a32057b-6888-4bdd-8bbc-a74dbf3ffbe7 · outbound

This paper cites An integrated trust establishment model for the Internet of Agents,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents An integrated trust establishment model for the Internet of Agents,

Reference 27

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Observation f5f61c2e-1476-4daa-a292-b482960ce416 · outbound

This paper cites Securing Agentic AI in IoT systems,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Securing Agentic AI in IoT systems,

Reference 28

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:bb74e7bf1985b7ed032a5b75da1da2daba6d40009cce341a5ce5492b20b19118

Observation 6a66d82c-6140-42ca-8de7-bdd6cc588893 · outbound

This paper cites Toward the internet of Agentic AI: Protocols, architecture, and challenges,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Toward the internet of Agentic AI: Protocols, architecture, and challenges,

Reference 29

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:41f44600bbb6a2ba856056ddc075de05da4f23a67ffb9e09ffc648c15c8d0c1d

Observation bddb3268-9453-43eb-a10e-f18231918831 · outbound

This paper cites Agentic intelligence for unified cyber defense: A self- adaptive framework for threat detection across cloud, edge, and iot systems,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Agentic intelligence for unified cyber defense: A self- adaptive framework for threat detection across cloud, edge, and iot systems,

Reference 30

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:7f51908df203c599f4e8569780d8ec63317168d9cca7b8888aa3ac145f9f2d04

Observation 9c84646c-c5fe-4191-b825-af2538113921 · outbound

This paper cites Integration of multiagent systems with resource-oriented architecture for management of iot- objects,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Integration of multiagent systems with resource-oriented architecture for management of iot- objects,

Reference 31

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:e38962ec95dd23e02f909c52d17bccb1bd303ed812b4091f0d46685059ea6b02

Observation 7ce456d0-f14e-4ede-8530-25844470ba7b · outbound

This paper cites Towards an internet of agents model based on linked open data approach,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Towards an internet of agents model based on linked open data approach,

Reference 32

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:3acd3b7f352b49ef7011dd1f0cc9b8aebe6178a93fa727e37719e336ab325af7

Observation 9390ab6c-30c6-4f54-9f8a-9e0bc94c3085 · outbound

This paper cites Draco: Decentralized asynchronous federated learning over row-stochastic wireless networks,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Draco: Decentralized asynchronous federated learning over row-stochastic wireless networks,

Reference 33

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Observation 696cc0a0-83e6-4c74-8a37-a8cd52c61565 · outbound

This paper cites Stackelberg game-based Agentic AI task offloading in internet of agents,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Stackelberg game-based Agentic AI task offloading in internet of agents,

Reference 34

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:af1cb7ad441a4ad39651c12af89b6d85fd18a907c6cc24bc8e5092ecbc068bdc

Observation 1877560c-4245-4153-b198-8ac1a88807c7 · outbound

This paper cites Agentic search engine for real- time internet of things data,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Agentic search engine for real- time internet of things data,

Reference 35

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Observation f40751ad-9425-45b4-aad0-9beed736f7fe · outbound

This paper cites Multimodal and Agentic intelligence–driven ml fusion for sustainable 6g network slicing,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Multimodal and Agentic intelligence–driven ml fusion for sustainable 6g network slicing,

Reference 36

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:244c03dea493f169378958bdc4cc92f5349d211f2d2ce67cc259a90b49fc6b56

Observation db1ad842-3b41-474b-964e-92fd676a1bb9 · outbound

This paper cites Internet of agents framework for connected vehicles: A case study on distributed traffic control system,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Internet of agents framework for connected vehicles: A case study on distributed traffic control system,

Reference 37

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Observation c5d223a8-c337-411d-9a84-3a04ba6cafbb · outbound

This paper cites A conceptual framework for smart disaster response using ioa and iot for smart cities,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents A conceptual framework for smart disaster response using ioa and iot for smart cities,

Reference 38

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Observation 6fa95319-3bee-4779-8efa-118a29b08da5 · outbound

This paper cites Multi-agent smart water distribution with computer vision-based container detection and AI-driven behavior forecasting for disaster relief in smart cities,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Multi-agent smart water distribution with computer vision-based container detection and AI-driven behavior forecasting for disaster relief in smart cities,

Reference 39

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Observation 6df25b7d-254a-4ba0-957e-1d40b5b5ba01 · outbound

This paper cites Edge-enabled smart agriculture framework: Integrating iot, lightweight deep learning, and Agentic AI for context-aware farming,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Edge-enabled smart agriculture framework: Integrating iot, lightweight deep learning, and Agentic AI for context-aware farming,

Reference 40

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Observation c3f7be8d-b937-4861-8071-07576c0c0ac3 · outbound

This paper cites Cottonbot: An AI-driven cotton farming assistant and irrigation advisor using LLM-rag and Agentic AI tools,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Cottonbot: An AI-driven cotton farming assistant and irrigation advisor using LLM-rag and Agentic AI tools,

Reference 41

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:54b0c4e01832568fe0b148c175b8e54a7a59b0a233823600ae47c42713427977

Observation 1e253b69-0e5f-473d-8f5b-1f45c758a932 · outbound

This paper cites Smart agents as cus- tomers: A semi-autonomous digital commerce model for industry 5.0,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Smart agents as cus- tomers: A semi-autonomous digital commerce model for industry 5.0,

Reference 42

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Observation 480bea62-5aae-4635-b22e-428aeec48da0 · outbound

This paper cites LLM-driven approach to automated sustainability of iot systems,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents LLM-driven approach to automated sustainability of iot systems,

Reference 43

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Observation 6e3b9339-72bf-476b-afbb-ea764cafdb15 · outbound

This paper cites Harmony: A framework for multimodal LLM-powered AI agents in smart homes via the model context protocol,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Harmony: A framework for multimodal LLM-powered AI agents in smart homes via the model context protocol,

Reference 44

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:29f286b015c17c5a1ca62f9d6ff0b3489f99e08153fd51637460e44649bca9fb

Observation b30c53ef-70a2-4e16-835a-7e409c3b7a91 · outbound

This paper cites Securing Agentic AI in iot systems,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Securing Agentic AI in iot systems,

Reference 45

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Observation eb7c04ec-6a5e-4425-acfe-160db5b6b72e · outbound

This paper cites Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey

Reference 46

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Observation 93563777-4a1d-4a2f-99d7-649c4e4a7ce4 · outbound

This paper cites Small Language Models are the Future of Agentic AI.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Small Language Models are the Future of Agentic AI

Reference 47

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Observation afe0268d-8535-44cb-8442-a72c99d141df · outbound

This paper cites Small language models: A systematic review of computational trade-offs, privacy advantages and deployment in intelligent systems,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Small language models: A systematic review of computational trade-offs, privacy advantages and deployment in intelligent systems,

Reference 48

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:3ea2fdb48eb695485ccec6345458070abdd90ea4c479058f4c9617bad13d46b7

Observation f4c445bb-c86e-4181-8134-29c1224769c1 · outbound

This paper cites Minimizing response latency in llm-based agent systems: A comprehensive survey,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Minimizing response latency in llm-based agent systems: A comprehensive survey,

Reference 49

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:f619a6bdbd64e97c131767ea2aa39240595be8f5225be7f45783db32cd0e7d97

Observation 7d204759-5ce0-44fc-90ff-ecd8f5c989bd · outbound

This paper cites Cognitive edge computing: A compre- hensive survey on optimizing large models and AI agents for pervasive deployment,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Cognitive edge computing: A compre- hensive survey on optimizing large models and AI agents for pervasive deployment,

Reference 50

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:57ad185cf0339f2a0ef92c64ddc4a61df17ac8ce3a3bbee4d461894a39530ab5

Observation 5a74ecfb-e0d2-4a9a-ad6f-6f8931097465 · outbound

This paper cites Reliability in internet of things: Current status and future perspectives,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Reliability in internet of things: Current status and future perspectives,

Reference 51

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:5c14bbf3a7bce62abf526b5f05508642c6f5283dda590e737989c5b49fb1b5e0

Observation 6c7e55bb-73b3-44d4-a67f-4c7cea11c815 · outbound

This paper cites Multi-Agent Collaboration Mechanisms: A Survey of LLMs.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Multi-Agent Collaboration Mechanisms: A Survey of LLMs

Reference 52

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:8f6512d12b0e70b94b502d6382a5c8dbbf05fc90519c39a5fe72acf97932e341

Observation c3ee48d0-5ab1-46dd-a3d7-8eeefab1ec4e · outbound

This paper cites When IoT meet LLMs: Appli- cations and challenges,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents When IoT meet LLMs: Appli- cations and challenges,

Reference 53

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:b2913fa1a1f04bce0fd4ed00885de1b4aff9edd6a0a7488d824ce12872ab6efa

Observation 4a4d8490-340e-40a7-b4e6-211804fbb546 · outbound

This paper cites Interpreting Agentic systems: Beyond model explanations to system-level accountability,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Interpreting Agentic systems: Beyond model explanations to system-level accountability,

Reference 54

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:983be1dd77d0fc10e116de2b092bd3f342f9964beaa0bb5c7968042d8e21eddb

Observation e45e8dd9-7c84-4430-a639-50d3b553bb2a · outbound

This paper cites Deploying foundation model powered agent services: A survey,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Deploying foundation model powered agent services: A survey,

Reference 55

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:11cd941f4fea3be413fcd79dd15e57ddd52cef2b214f6b8aa2fec6a5661c9259

Observation 24fb94c7-047d-4653-a041-8298f7186fc2 · outbound

This paper cites A survey of foundation models for iot: Taxonomy and criteria-based analysis,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents A survey of foundation models for iot: Taxonomy and criteria-based analysis,

Reference 56

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:68482351002795aee7531571593696118d2b1d640f9b2190bba5f34bba487d38

Observation f5cf3e9d-bb8c-4ebe-9408-a8db499b593e · outbound

This paper cites Toward edge general intelligence with Agentic AI and agentification: Concepts, technologies, and future directions,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Toward edge general intelligence with Agentic AI and agentification: Concepts, technologies, and future directions,

Reference 57

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Observation cfc35e74-58e2-4cab-9e27-c895576aa185 · outbound

This paper cites From large AI models to Agentic AI: A tutorial on future intelligent communications,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents From large AI models to Agentic AI: A tutorial on future intelligent communications,

Reference 58

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Observation 686b9820-5426-43a2-8c5c-1314b8f39e33 · outbound

This paper cites Understanding world or predicting future? a comprehensive survey of world models,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Understanding world or predicting future? a comprehensive survey of world models,

Reference 59

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:3fa6f27ca3fb60952f0225fc8d029eb26948c991a7ac8cb545a0dd30a062f0f3

Observation c9362f59-91e6-4849-b66f-b20f18ab0292 · outbound

This paper cites Agentic digital twins: A taxonomy of capabilities for understanding possible futures,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Agentic digital twins: A taxonomy of capabilities for understanding possible futures,

Reference 60

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Observation a3998056-1f47-44e2-a3df-236a0ffacd05 · outbound

This paper cites V2llm: A digital-twin-aware retrieval-augmented large language model for resilient telemetry recovery and fault diagnosis in v2x,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents V2llm: A digital-twin-aware retrieval-augmented large language model for resilient telemetry recovery and fault diagnosis in v2x,

Reference 61

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:a86bdb3ebdaec93ce387d766544411a28768e569e77cb3cdf4d8db74e06e3de3

Observation 68a7712a-e06f-44f0-a2aa-9045b9c13872 · outbound

This paper cites From agentification to self-evolving Agentic AI for wireless networks: Concepts, approaches, and future research direc- tions,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents From agentification to self-evolving Agentic AI for wireless networks: Concepts, approaches, and future research direc- tions,

Reference 62

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:bed75a64fcb4755f9e266f9893c994ed76c3eea30d183728d28382f6e3c960bb

Observation a38ee539-cea1-4009-a928-90580ec0c22a · outbound

This paper cites Explainable artificial intelligence (XAI) for internet of things: A survey,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Explainable artificial intelligence (XAI) for internet of things: A survey,

Reference 63

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:c070f3593174b8053cebd39b6facb1bb8a08a2c0271aead4d7787090302d4e2f

Observation 285d5ef3-0cc7-40b3-affc-4ddb28fda151 · outbound

This paper cites Toward sustainable Agentic AI systems: A survey of architectures and methodologies,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents Toward sustainable Agentic AI systems: A survey of architectures and methodologies,

Reference 64

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:851961a95e3e2ee42f7d5716d62525155c4fac7ab61a66df0cb187baddfda297

Observation 08370935-ff55-48c4-aa48-241dd34868ab · outbound

This paper cites LLM and AI agents for autonomous systems: A survey of applications, datasets, and security challenges,.

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents LLM and AI agents for autonomous systems: A survey of applications, datasets, and security challenges,

Reference 65

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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:8a4c5dcc67ad8b0a4ebf328b925ce5ac6bc329ee6e728aa8e9c537dd943b949c

Pith citing papers

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