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Paper Citation Record · LEDGER

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

As of 20 August 2026, this Paper Citation Record lists 100 of 149 outbound references and 4 inbound Pith citation observations for arXiv:2508.19870.

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

pith.paper-citation-record.v1
2508.19870 v1

Coverage vector

measured 100 of 149 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:26:33.678951Z

measured 104 of 104 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T11:01:43.679953Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T13:00:54.998053Z

Reference resolution

100 of 149 outbound references displayed

  • verified exact5
  • verified fuzzy0
  • unresolved95
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e416f79d-4660-4a55-90fd-a00fbb264b42 · outbound

This paper cites LLM-based Multi-Agent Systems: Techniques and Business Perspectives.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey LLM-based Multi-Agent Systems: Techniques and Business Perspectives

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.388909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.388909Z digest=sha256:95f045e92815bd129f077be3e9591e2788aa4d0f784f52d86ae6a07e2716541e

Observation 596cb7e4-d7a4-4e3d-a56e-de5b31037890 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.392682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.392682Z digest=sha256:e90426fa3e41348145aaa74b6d32f0813ef74558857bb0513a9f6569256e19ae

Observation 14c00018-5202-4aa6-8b2b-fc905306c9e5 · outbound

This paper cites MediaMind: Revolutionizing Media Monitoring using Agentification.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey MediaMind: Revolutionizing Media Monitoring using Agentification

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-08-05T15:26:34.447929Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T15:26:33.395982Z digest=sha256:905000328c4f60183cfa5a2f1699bb0ae6ac35b535f2142183608b2bff1799a8

Observation df0926c3-e866-4cad-9c06-9a3179d52292 · outbound

This paper cites Towards Edge General Intelligence via Large Language Models: Opportunities and Challenges.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Towards Edge General Intelligence via Large Language Models: Opportunities and Challenges

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.399285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.399285Z digest=sha256:70b49f7b8844e20569cd28820bba9c02166a83a403b355efe5f84c062ff9911a

Observation ca815291-d4a8-4036-adf7-8de6bb154224 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.402812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.402812Z digest=sha256:f39b88512fc2d8fc08c2924ff105bddb8d50a519d42093d8e6ccc48ff24b3acd

Observation f37d8e30-8d76-4bc7-a958-3decb47a4161 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.405806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.405806Z digest=sha256:09000e3638b09460f6576359bd2f9e3e67a21117cff6fbb3e5a0079e4628bceb

Observation be5fc56e-0d7b-4e66-bf78-77a770418e5f · outbound

This paper cites Prompt Injection attack against LLM-integrated Applications.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Prompt Injection attack against LLM-integrated Applications

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.409055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.409055Z digest=sha256:85f93955e2ab3a919cd963ffaf3c50180717592748d8d056868ed2cba1693f51

Observation b812b4db-1787-4aa6-aeb6-bd0846ec9811 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.413108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.413108Z digest=sha256:a1f04aaae06d2e6fbd88ca587e2be6896f4512a4e3bec7dba3c533856dd83836

Observation b8382a21-5ab8-4358-8333-eb5e825dbb01 · outbound

This paper cites Seven Security Challenges in Cross-domain Multi-agent LLM Systems.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Seven Security Challenges in Cross-domain Multi-agent LLM Systems

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.416300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.416300Z digest=sha256:c62d6329dd77b8996533ed76b10c5f25e956d10ab577438a4e0d74dc8a2a7803

Observation a4939c05-ab77-480d-9e4f-d63799067a58 · outbound

This paper cites Robust LLM safeguarding via refusal feature adversarial training.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Robust LLM safeguarding via refusal feature adversarial training

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.419234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.419234Z digest=sha256:87afc873fd530f1696b76872ece0499200bce38f98bfc5d7ef0a60956b6d458b

Observation 3ef2fd98-721b-49af-a167-94f0b1624143 · outbound

This paper cites Fine-Tuning Large Language Models with User-Level Differential Privacy.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Fine-Tuning Large Language Models with User-Level Differential Privacy

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.422169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.422169Z digest=sha256:031712ac7a68c3a3f8ce2797242de660ae5642e93ccb38e55cdfeb70c3b26515

Observation 7324ebee-adb1-4d11-aa57-38c82e2e5f5b · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.425785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.425785Z digest=sha256:687ab5c7ee64fe323ab2ed2490f17cf3824be6211f5ba7b9d82dcaf3229b47cb

Observation a262b50d-7d23-413e-823e-3f9359257f0f · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.428311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.428311Z digest=sha256:9936ab12bb4799c6a13154cf35d46d3491d4fb26250686858a3b08be008b79c5

Observation 365921f3-ce08-44b8-9253-918e3432b0f2 · outbound

This paper cites GPT-4 Technical Report.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey GPT-4 Technical Report

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.430758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.430758Z digest=sha256:ff253b3490bb9b2d14a7daaa478eb892d26ca1d72266c9da1bc4900e52472194

Observation 182908b7-1b93-4a4b-adb7-9b29151b63c0 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.433466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.433466Z digest=sha256:2b97458eaa7ce9a87ff15f8588cbc083bec6b090d5904d11a17df3c745c290c3

Observation 57f7ed17-63fa-4482-bac2-31baa1b238b1 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.436074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.436074Z digest=sha256:e333a09b13f556f73fbbc07f2224da035e64a1fac3ce7f345ee6af7ccb13da68

Observation 7c75db6d-3156-40fb-9143-30818481eac3 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.438875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.438875Z digest=sha256:e92ad312101aad64bd04438063f83da91bf80073f9ac9f7f113da3fcd1cb1adc

Observation 9f5bef5a-249f-4e47-8c5b-d19f41ca2e9a · outbound

This paper cites Hadi Amini, and Yanzhao Wu.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Hadi Amini, and Yanzhao Wu

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.441639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.441639Z digest=sha256:bdb6c82af67dbd6f2f792c8bb1efe6347908137144b948e9731e373d278fc203

Observation 0bd2c42c-69a4-428f-a2ac-b89ab447cdad · outbound

This paper cites LLM Security: Vulnerabilities, Attacks, Defenses, and Countermeasures.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey LLM Security: Vulnerabilities, Attacks, Defenses, and Countermeasures

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.444330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.444330Z digest=sha256:e6e146afb76a99b61733cf85a338f3c6d4475d1a1394f509973f15fce192a373

Observation db9cb9e0-96b5-4ba1-b0e0-0d081d9aed30 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.447145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.447145Z digest=sha256:4f68a42ef6a70adfbc78667999b8477454a627e3ea05bd2554d219cd7bf26be4

Observation 0a2d3a5b-5edf-4b34-abff-04629fb200f2 · outbound

This paper cites Trustworthy LLMs: a Survey and Guideline for Evaluating Large Language Models' Alignment.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Trustworthy LLMs: a Survey and Guideline for Evaluating Large Language Models' Alignment

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.452715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.452715Z digest=sha256:2d8b6e063848658919ec7e960bc39e054068f370aa6f70bac8c24ccd4f487885

Observation a87edcc4-edee-410b-9fc6-ebc992832de9 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.455708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.455708Z digest=sha256:5f02c2bdf8a9bfd584cd8a5b26f5800acef2eaab5a6fb38e2d067517f4e83f1f

Observation 47383e80-40df-4961-9b92-f192318c668c · outbound

This paper cites Toward Edge General Intelligence with Multiple-Large Language Model (Multi-LLM): Architecture, Trust, and Orchestration.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Toward Edge General Intelligence with Multiple-Large Language Model (Multi-LLM): Architecture, Trust, and Orchestration

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.458218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.458218Z digest=sha256:ce527e6c7c2764408a4b5c164d27b5ffe409e105bb42cc012da5756dc7a0857f

Observation b860965b-02ce-44e5-b4b0-02bc31ae376b · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.461537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.461537Z digest=sha256:8128c2861ecbd49c18d8a185695b3061e09a1b2510ccbe0f17714ee45d16c8fb

Observation fd937556-6346-447e-844e-c6cc76f1d866 · outbound

This paper cites Encrypted Prompt: Securing LLM Applications Against Unauthorized Actions.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Encrypted Prompt: Securing LLM Applications Against Unauthorized Actions

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.464828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.464828Z digest=sha256:24172c7a62e6d8167800dc1d4d05c8290ca19b9207b67522eb4e486fff455421

Observation b315ab5e-22c1-4176-a29c-c26c7c85a619 · outbound

This paper cites Privacy-Enhancing Paradigms within Federated Multi-Agent Systems.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Privacy-Enhancing Paradigms within Federated Multi-Agent Systems

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-08-05T15:26:34.306682Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T15:26:33.467897Z digest=sha256:5d172843ecc6b3ad6190be04c979ae7f0594aaed9a62b81d526475453fbeb1c8

Observation 81b68fad-7563-44c3-94c8-2428cc02dc19 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.470661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.470661Z digest=sha256:2453f10733aee410be0e94137766ab8321ddfa018a79790b415db0ef68846939

Observation 57c80df0-c527-4d85-a117-f2e4e424cf5f · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.473302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.473302Z digest=sha256:dbbe2888dbac0222cad18397c556468de820410d7d93f70f2777e875d2f66f70

Observation 00efaf60-b293-480a-b774-31e490f8f738 · outbound

This paper cites Defending Against Prompt Injection With a Few DefensiveTokens.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Defending Against Prompt Injection With a Few DefensiveTokens

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.475946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.475946Z digest=sha256:6ef41992773247bb9a4e174b69d148edb378ae326f10a65a03a3288087de6680

Observation 24b319e0-f6b1-4639-b678-79686c5c7dfd · outbound

This paper cites LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey LLM-Net: Democratizing LLMs-as-a-Service through Blockchain-based Expert Networks

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-08-05T15:26:34.281310Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T15:26:33.481695Z digest=sha256:df2e53352dcdc6f727f8a75d84ecc4c8baeef3391d48bd6f1543a921109dfa80

Observation fe3d05ab-9ed5-4590-b9b4-eeb17a9f3f5a · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 33

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unresolved
no resolver link, observed 2026-08-05T15:26:33.484798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.484798Z digest=sha256:b8f92d7a35d9a27792b44f1e67ccb52794fb4d1c872f63d265634b0d6b7f4131

Observation 053113b4-77dd-4bc5-8261-45f7728517aa · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 34

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unresolved
no resolver link, observed 2026-08-05T15:26:33.487337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.487337Z digest=sha256:7782433a2003cdb4a84d23ee719ba73608a2c144aa7373e1b70e5125d7fb6030

Observation 790012a4-187f-4f37-9c78-0ee12dcb4460 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.489966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.489966Z digest=sha256:0f653f99cdfe89ae05fbd58eeb43b4127b82bd65580f7ae6532906fff9935b01

Observation 1b34b8a6-2e01-4258-9776-b663501b452b · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 36

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unresolved
no resolver link, observed 2026-08-05T15:26:33.492546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.492546Z digest=sha256:2ea638cc59ed19620f243f910a07ff8614ee6d74177c051ee587185219d42fff

Observation a684dfff-0188-4709-9f34-790dff924e0d · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 37

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unresolved
no resolver link, observed 2026-08-05T15:26:33.495229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.495229Z digest=sha256:a7d72781cc4b4963cce6197b040e64a699efd49823b374a99d6fa4a3ac44a99f

Observation b7a62bbf-e70b-4d06-ab20-4b86dec793ff · outbound

This paper cites Tenenbaum, and Igor Mordatch.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Tenenbaum, and Igor Mordatch

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.497791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.497791Z digest=sha256:8e44a8b3ea32f9cda29c5525602ea999fae80b7f3d784f24675473345e0abcbe

Observation 3c3483af-4fd2-4ae5-8c4a-a22a8ba7c4ac · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-05T15:26:33.500500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:26:33.500500Z digest=sha256:2ff899cc266617ea3d454ab463403194ed7f7347704bbdecf7566f022c09175e

Observation 5ef192b9-249d-4969-9a61-594c1ea29056 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 40

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unresolved
no resolver link, observed 2026-08-05T15:26:33.503270Z

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source=pdf_text observed=2026-08-05T15:26:33.503270Z digest=sha256:f3c97ebc991627570314087777ed857af4504c73a5f24c5ae2f11e4456234e60

Observation 61567db0-50e6-4504-a035-1cdc91bbc4a9 · outbound

This paper cites MRKL Systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey MRKL Systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning

Reference 41

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Observation 3e7f54fc-9199-4ee3-b613-ffd97112e587 · 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).

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey 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 42

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Observation 067f5d3b-6778-4071-a2c3-e2c59ccbfe6e · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 43

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Observation b6989968-9769-49c0-ba77-e7466bc12a84 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 44

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source=pdf_text observed=2026-08-05T15:26:33.514881Z digest=sha256:68fe22faa535581bb6d03726b8180a39a7498dda6775cf031e1c7bb66156b44b

Observation fa8bf63a-0863-48ed-a1df-bc9d1c0f62f8 · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 45

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source=pdf_text observed=2026-08-05T15:26:33.517824Z digest=sha256:af95304735e78e1db88c7cf46663ca7870ef2bcf7fb3d8d58e673c22a529a9a4

Observation 45c405a8-606f-44b3-8292-27346b901da1 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 46

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Observation 6dd67114-1349-4745-84c7-4d7b37942fe7 · outbound

This paper cites AgentsCoDriver: Large Language Model Empowered Collaborative Driving with Lifelong Learning.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey AgentsCoDriver: Large Language Model Empowered Collaborative Driving with Lifelong Learning

Reference 47

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Observation 96ca9407-8220-4fc8-bb96-0604a4c385ab · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 48

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Observation dec9cb4c-f47b-467f-a633-61226fcbb838 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 49

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source=pdf_text observed=2026-08-05T15:26:33.528957Z digest=sha256:107d197ce5204fe4c761cd73d0a169a17bba9704aec51a79d75fb46b26711d88

Observation 75075633-2ceb-4d55-9a97-190992560e65 · outbound

This paper cites Khowaja, Parus Khuwaja, Kapal Dev, Keshav Singh, Xingwang Li, Nikolaos Bartzoudis, and Ciprian R.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Khowaja, Parus Khuwaja, Kapal Dev, Keshav Singh, Xingwang Li, Nikolaos Bartzoudis, and Ciprian R

Reference 50

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source=pdf_text observed=2026-08-05T15:26:33.531561Z digest=sha256:6a8d3e6403ea6dc83b1f2ba0b7923fbabfe13633aaf0d6c4e5349422c222a258

Observation 6a4c2553-f88a-463c-8f5b-e6b2b207c100 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 51

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Observation 1c7f6ba1-8693-4e3a-860f-33a27a0b74ae · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 52

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source=pdf_text observed=2026-08-05T15:26:33.536795Z digest=sha256:b97207597713441a9921f7158a188ab2af9679ebb87fcbcddb74d1601dbfd9fd

Observation 0554aac0-48c3-4b95-a28f-d5a059b1041b · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 53

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Observation 0aca5696-d0af-4876-b1d6-ca0adca0ef8a · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 54

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Observation d3779a48-0751-4d7c-b048-e3dbce76689c · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 55

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source=pdf_text observed=2026-08-05T15:26:33.545101Z digest=sha256:1a9a7054209d7b425b5ca35600692ae61c3ecd7b0b75a797c56410b116aaec2b

Observation 5753f61b-297a-43cd-98c9-d53c087fbce5 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 56

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Observation 4731f135-9786-4fe0-a51f-036a9910403d · outbound

This paper cites Manadhata, and Loai Zomlot.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Manadhata, and Loai Zomlot

Reference 57

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Observation 00f1f5f0-31e9-4bae-a0bc-cdc8a369da98 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 58

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Observation af880f2a-367b-4f7a-b4ce-380b33124f4a · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 59

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Observation 88f3d568-47c3-4929-8ae1-0ee63a3332e3 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 60

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Observation c04b694e-ac73-4632-9b59-8ba09c0a9c96 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 61

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Observation 66c3b8e7-34ef-4785-b35e-4e8e4061c135 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 62

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Observation bbff2afd-2e86-4451-b41f-706e720c242c · outbound

This paper cites LLM Agents can Autonomously Exploit One-day Vulnerabilities.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey LLM Agents can Autonomously Exploit One-day Vulnerabilities

Reference 63

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source=pdf_text observed=2026-08-05T15:26:33.566296Z digest=sha256:98a40067828e8931bad12fafd43825ac94122b68ee5e48f10f336fef64d8c42f

Observation 0a3de4dd-81a7-40a1-abd4-0ccc05a2ca25 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 64

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Observation 429f4d23-7596-4346-be53-e9160850eb16 · outbound

This paper cites GotFlow3D: Recurrent Graph Optimal Transport for Learning 3D Flow Motion in Particle Tracking.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey GotFlow3D: Recurrent Graph Optimal Transport for Learning 3D Flow Motion in Particle Tracking

Reference 65

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source=pdf_text observed=2026-08-05T15:26:33.572827Z digest=sha256:19340cc0b52b27741d4afeaa0155b56058301950a1c775a00073ca61eaac7399

Observation f14ce38b-3de5-4f6f-92f1-2644a5e83f3a · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 66

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Observation 4f48b248-54c5-4446-acc7-223b6c6e5455 · outbound

This paper cites Prompt Infection: LLM-to-LLM Prompt Injection within Multi-Agent Systems.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Prompt Infection: LLM-to-LLM Prompt Injection within Multi-Agent Systems

Reference 67

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Observation 1b623f90-3577-4972-af8a-0164ee945a41 · outbound

This paper cites Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems

Reference 68

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Observation 10e86689-f5f0-4759-9718-123f2e37443f · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 69

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source=pdf_text observed=2026-08-05T15:26:33.584157Z digest=sha256:570553acb186152af6f6e23b846656241e8a0e50a95591edb77344b6fbcde04e

Observation 413eb5ff-40a8-487c-8d11-05ea3f8076e2 · outbound

This paper cites Red-Teaming LLM Multi-Agent Systems via Communication Attacks.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Red-Teaming LLM Multi-Agent Systems via Communication Attacks

Reference 70

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source=pdf_text observed=2026-08-05T15:26:33.586744Z digest=sha256:0cd03036e55ecd26672ca3cd8971886c4ce6317e968736c6d0aed3f5b1580308

Observation 2b69c7ee-b7b8-40b0-b7a1-0f4a7edae406 · outbound

This paper cites Towards Action Hijacking of Large Language Model-based Agent.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Towards Action Hijacking of Large Language Model-based Agent

Reference 71

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Observation c94769fe-b6f8-4075-97ad-0e77a2ef005d · outbound

This paper cites MAGPIE: A dataset for Multi-AGent contextual PrIvacy Evaluation.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey MAGPIE: A dataset for Multi-AGent contextual PrIvacy Evaluation

Reference 72

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Observation 24bb1321-110c-4eaf-b7b5-e1d3ff50eb50 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 73

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Observation 4ac8fc37-8049-47cb-8d62-2b8f49764360 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

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Observation a308bc3b-d13f-4625-9f2b-bed6e9e436bc · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 75

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source=pdf_text observed=2026-08-05T15:26:33.603443Z digest=sha256:94d855dbd34f3c769425b68dd72769f9e047c0ee2157f805e96022c8308674c5

Observation 7739da39-3713-497e-9b9f-752106b63069 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 76

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source=pdf_text observed=2026-08-05T15:26:33.605966Z digest=sha256:69ec3963b15c65e67be9a39b8eec1154b88749003c98965e6b797dda41b2e82a

Observation b9522eaf-faea-4a3a-ba16-61f73593aba3 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 77

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source=pdf_text observed=2026-08-05T15:26:33.608761Z digest=sha256:22fe5125be462658b1620d4c55270660d7d0bfac381a2bed7b3b25de8ec37c7b

Observation 937f3bb6-160b-4010-9b44-4808f4817009 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 78

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source=pdf_text observed=2026-08-05T15:26:33.611319Z digest=sha256:56dc410c410783eacf3b3f94dd2f7fe7139d441b42f3b4285c8d5f35dda6e94b

Observation 0b80f3d1-a740-483c-845d-12db2ed38d16 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 79

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Observation a3f8e810-ee29-46b5-a3c3-ad18721bd4e1 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 80

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Observation 601af7fd-f50c-4dc5-ae93-7178a78cbd26 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 81

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Observation 47621450-8d23-4625-947d-f15dc93d487e · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 82

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Observation f683f754-93c9-4cf3-97f7-56c149e38cd3 · outbound

This paper cites Evaluating the Performance of the DeepSeek Model in Confidential Computing Environment.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Evaluating the Performance of the DeepSeek Model in Confidential Computing Environment

Reference 83

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source=pdf_text observed=2026-08-05T15:26:33.624442Z digest=sha256:330e4bc1563572a30fedf7b9bcc230f98d4e1699e55e0032e7ee6bb2bae332f1

Observation 327eca14-7b6a-49b4-a0f7-aa00ed6162b6 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 84

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source=pdf_text observed=2026-08-05T15:26:33.627349Z digest=sha256:1393e11a0aaf5747e85a1c2b9a280e70dd359a56f8b032956cb7a757220a034f

Observation ac293371-136e-4376-940d-f6861774848f · outbound

This paper cites CoreGuard: Safeguarding Foundational Capabilities of LLMs Against Model Stealing in Edge Deployment.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey CoreGuard: Safeguarding Foundational Capabilities of LLMs Against Model Stealing in Edge Deployment

Reference 85

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Observation b1dbf78d-bf08-409a-b46c-eb4d89d4957d · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 86

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Observation aff9c5a7-cf0a-4217-8a45-15f8ffaa039d · outbound

This paper cites OrgAccess: A Benchmark for Role Based Access Control in Organization Scale LLMs.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey OrgAccess: A Benchmark for Role Based Access Control in Organization Scale LLMs

Reference 87

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Observation 438db8f3-0bb0-499a-b8d1-86d323291d1f · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 88

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Observation 21eb2b13-fcdb-4693-a1a0-e0d2903b8ea8 · outbound

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Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 89

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source=pdf_text observed=2026-08-05T15:26:33.640874Z digest=sha256:7e6dcabea5ffe56b79ea2d38ffca671c12d2338f13ac273f9d9422a928bce5ab

Observation c56ee316-1596-4c08-94ad-a08911975a7f · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 90

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source=pdf_text observed=2026-08-05T15:26:33.643428Z digest=sha256:18494e5d8b3e3b1584978f82208c575b6ac48847dfd842518335d80e8fb0968b

Observation db0562f9-0114-4b28-872d-ca311c82b788 · outbound

This paper cites Progent: Securing AI Agents with Privilege Control.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Progent: Securing AI Agents with Privilege Control

Reference 91

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source=pdf_text observed=2026-08-05T15:26:33.646171Z digest=sha256:17afd7f47ea0c5e5215d7ecfe3f9b102aa1373e274e7befa275823d92a823f4d

Observation eac75904-96bd-41fe-8491-938156ad44da · outbound

This paper cites ControlNET: A Firewall for RAG-based LLM System.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey ControlNET: A Firewall for RAG-based LLM System

Reference 93

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source=pdf_text observed=2026-08-05T15:26:33.651692Z digest=sha256:3c079fe05c826d7ae8d9e5630cc2153c288516ac614166dda0703762c9f81474

Observation be1efb89-a85a-453e-9f83-1494b8b446b0 · outbound

This paper cites Navigating the Risks: A Survey of Security, Privacy, and Ethics Threats in LLM-Based Agents.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Navigating the Risks: A Survey of Security, Privacy, and Ethics Threats in LLM-Based Agents

Reference 94

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Observation 1c626112-f769-45c6-b8f8-f942ebdefaf1 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 95

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Observation b58c0322-d8fc-4f61-a678-7345be3e2add · outbound

This paper cites A Survey of Large Language Models.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey A Survey of Large Language Models

Reference 96

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Observation 16de11ed-75ce-4361-a4b4-6e51bf866dda · outbound

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Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 97

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Observation 127cf6a7-adc9-420f-8607-f40c0efee129 · outbound

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Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 98

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Observation a380c291-61f4-49fc-b15c-0e5a66c5caab · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 99

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Observation 4ecd2408-8d82-4084-ac17-bf60d5ec6416 · outbound

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Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 100

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source=pdf_text observed=2026-08-05T15:26:33.670795Z digest=sha256:bdc168be9c362930a59c5720f072e78f66c500cbec9797549c6bd73e069d63c2

Observation 45745b9b-47af-40e5-9c03-fb9b714b699b · outbound

This paper cites Suresh Thangakrishnan, T.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Suresh Thangakrishnan, T

Reference 101

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source=pdf_text observed=2026-08-05T15:26:33.673318Z digest=sha256:b7e7a0da0c9e156b1398b68a550ef53a71e86a0d1dfb9d234566697da3418b67

Observation 4d91f157-5a34-4f75-85bf-74059c384c08 · outbound

This paper cites an unresolved cited work.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Unresolved cited work

Reference 102

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Observation 2e02a773-0a21-4875-8207-e643f9f5eb52 · outbound

This paper cites Firewalls to Secure Dynamic LLM Agentic Networks.

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Firewalls to Secure Dynamic LLM Agentic Networks

Reference 103

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Pith citing papers

Observation 026638be-4d0e-40b5-a7bb-d1be61d46e76 · inbound

Cost and Accuracy of Long-Term Memory in Distributed Multi-Agent Systems Based on Large Language Models cites this paper.

Cost and Accuracy of Long-Term Memory in Distributed Multi-Agent Systems Based on Large Language Models Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey

Reference 73

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source=pdf_text observed=2026-08-03T11:01:43.679953Z digest=sha256:4e5742a7d1e5a1e3e293aa3165a885d3cb632d12a1434477bf0f06d5996deebd

Observation 33f9b565-016d-4e6d-87ed-73d3e81d186e · inbound

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration cites this paper.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey

Reference 3

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source=pdf_text observed=2026-05-16T12:58:09.641156Z digest=sha256:ad3b48f4e3266a5feb5dc44c0e7d167447c7f36059afd501e035f08d01dc77b8

Observation c062580c-dbd1-43bb-99d4-39758a2bc7e0 · inbound

SoK: Security of Autonomous LLM Agents in Agentic Commerce cites this paper.

SoK: Security of Autonomous LLM Agents in Agentic Commerce Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey

Reference 90

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arxiv_id, observed 2026-05-10T14:00:29.231479Z

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source=pdf_text observed=2026-05-10T13:55:48.290563Z digest=sha256:a183e5c0d4eb6c9ace2fee32d95b53b162109bb3e1c85854d6834520b7dc8963

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

Agentic IoT: Architectures, Applications, and Challenges Toward the Internet of Agents cites this paper.

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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source=pdf_text observed=2026-07-11T20:52:18.868711Z digest=sha256:0d30c0ee8137efeae84d49d1afbc41afc0d6523ea04e8062bc378b8d8c51da90