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Paper Citation Record · LEDGER

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks

As of 20 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2507.17695.

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

pith.paper-citation-record.v1
2507.17695 v2

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:23:46.929097Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

66 of 66 outbound references displayed

  • verified exact1
  • verified fuzzy24
  • unresolved39
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b463652a-b7f2-4955-a98e-10877d738f27 · outbound

This paper cites rep., GSMA (Feb.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks rep., GSMA (Feb

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:49.125490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation bf175ff7-0f43-4ea5-a39b-b4cab64aa548 · outbound

This paper cites 6G Wireless Communications in 7-24 GHz Band: Opportunities, Techniques, and Challenges.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks 6G Wireless Communications in 7-24 GHz Band: Opportunities, Techniques, and Challenges

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:45.833600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:45.833600Z digest=sha256:ed63d94fc6680a381b252c273f1e449e0a6c36f20aa952acbe94d81099382d1b

Observation fd82fd20-1ead-4f78-89b5-8e878b2afec7 · outbound

This paper cites an unresolved cited work.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:23:48.957237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:45.838156Z digest=sha256:3314517e0f8944be10aa47877b0da793cac2072105017923d3086f2b71b694f5

Observation 5ac320d5-29b3-43b1-9b22-8b742b00d807 · outbound

This paper cites Samdanis, X.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Samdanis, X

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:48.945220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:45.841852Z digest=sha256:8f689764469df1675c69ea0e806f6908ba31c2ac5dc3de52e3df87c08a0fcdf6

Observation 23aa394a-7b98-424b-8356-d314f2f1c462 · outbound

This paper cites Leivadeas, M.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Leivadeas, M

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:48.933044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:45.845671Z digest=sha256:1bee3c4dd9fc1fdc16a8405348a3cde513e421c13450de4234eade709b20a344

Observation 8692184a-f96e-4f0c-aaad-bfbc8f0d44f3 · outbound

This paper cites URL https://www.o-ran.org/.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks URL https://www.o-ran.org/

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:48.921140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:45.849610Z digest=sha256:685b7373121aea80100a8a08da0d4f5044fd52dab47cd23e2d1578c6d9105d9f

Observation 7a6a3c7a-646f-47a4-b09a-e0023f37be6b · outbound

This paper cites URL https://ai-ran.org/.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks URL https://ai-ran.org/

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:48.877225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:45.853687Z digest=sha256:f8af623dfc021910df760de74bd941db8be338607cf5cc8948790ec6d50ee0b1

Observation f088dc72-e0ad-4967-8794-ef2fe65d30f2 · outbound

This paper cites Bariah, Q.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Bariah, Q

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:48.734952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:45.857103Z digest=sha256:30ff41dc6190d398b57d8fde282868f4a02d831785126dd979959a56f08a113a

Observation f3b4a391-683e-42d7-8a5c-df805a7d5785 · outbound

This paper cites Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:45.860632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:45.860632Z digest=sha256:bebc07935bacac736088fb3c4a73e3be7121921030e8437260ed66bf854312c2

Observation 7da555ad-79ee-4d2c-980c-398b1d78c572 · outbound

This paper cites Artificial General Intelligence (AGI)-Native Wireless Systems: A Journey Beyond 6G.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Artificial General Intelligence (AGI)-Native Wireless Systems: A Journey Beyond 6G

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:45.864458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:45.864458Z digest=sha256:6b23d55887f898057840c5820c97b36c82855b4b3e449e63f5e7d97d7d0d3500

Observation df158218-9210-4aaa-923f-b5074cc5373f · outbound

This paper cites Understanding Telecom Language Through Large Language Models.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Understanding Telecom Language Through Large Language Models

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:45.868593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:45.868593Z digest=sha256:c629e4891a77bc84eaed69b0c6c2397a1b5e338c9da3fbd14899bf32a78cc577

Observation f3e56182-02be-46f1-8a61-ace1c1fa8192 · outbound

This paper cites Huang, W.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Huang, W

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:45.872646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:45.872646Z digest=sha256:3a98320b433dc749ea8d04869b1f8c24a39652779fdb9ceba26ddecb3651a96e

Observation d17ea926-83b8-43f6-95d9-d8e5a74d0982 · outbound

This paper cites Patil, V.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Patil, V

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:48.672314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:45.889135Z digest=sha256:5f62ac2f31fd8df7e29e22a6db62a8d0d317df69cdddaf213e4268cd241f1a5c

Observation dc4d3835-b244-47dd-8b2f-bcb4fa6dbc33 · outbound

This paper cites an unresolved cited work.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:23:48.661635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:45.907756Z digest=sha256:ba3f0eef32016676014e1514d8501e987bfc8f0b5a3de7259f989365c51ef872

Observation 74e494ae-e638-4cc2-b3b0-f9f1fd04eceb · outbound

This paper cites an unresolved cited work.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:45.952583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:45.952583Z digest=sha256:75e0515242327c46cb0007ff4a8dfb5f0c30e2a136a99e9d1d16d9b83468a0b5

Observation 7902770f-4a4d-4bb6-afb7-74d76e134438 · outbound

This paper cites an unresolved cited work.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:23:48.650206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.011324Z digest=sha256:ed683caebc2b645bf53e7aff6a6af7f254b8c492c858881fed4cb1cd9316e370

Observation 38a4c64a-268e-4be1-831a-51ce97d6f02a · outbound

This paper cites Self-Refined Large Language Model as Automated Reward Function Designer for Deep Reinforcement Learning in Robotics.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Self-Refined Large Language Model as Automated Reward Function Designer for Deep Reinforcement Learning in Robotics

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:46.097944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.097944Z digest=sha256:14f1d1d3289214db2fccada1a4e75899cfbddb4f9e9806d689e4d679d867b470

Observation 5d482b3a-f52f-478a-9aa6-e252e6d058fb · outbound

This paper cites Shinn, F.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Shinn, F

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:48.589736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.124379Z digest=sha256:ea8215782ed15bf74b895e88de770995b4ee3de8026792481d2d35612ae4f99e

Observation 9ce51074-5f80-4902-9056-2343a9f7c0b7 · outbound

This paper cites Towards Optimizing with Large Language Models.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Towards Optimizing with Large Language Models

Reference 19

Resolution
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no resolver link, observed 2026-08-15T18:23:46.127855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.127855Z digest=sha256:63cbc555d529de3c6db578142fd4a7f6f29bd1d25fa1129c89ae06dfb9e6af8a

Observation d422428f-50e9-414a-ad2d-6c618c28041f · outbound

This paper cites an unresolved cited work.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:23:48.470889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation ac387d91-f73c-4c4c-abd7-dd6f9c4cb1fa · outbound

This paper cites an unresolved cited work.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:23:48.460054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.135827Z digest=sha256:695ce00ff5105362371719db0ab2c5ee6e3d2089142f216fe5ea221827f189d3

Observation 00be309e-986b-4753-bbc0-53f7c2fcfdd4 · outbound

This paper cites Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences

Reference 22

Resolution
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no resolver link, observed 2026-08-15T18:23:46.139037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.139037Z digest=sha256:d69f70a0c8d2277036d248ce4baef7fa38f3584718b8f6ab92f0cd2b65709023

Observation eeee7718-4b4f-4170-b206-6422fe68918d · outbound

This paper cites an unresolved cited work.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work

Reference 23

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no resolver link, observed 2026-08-15T18:23:46.145698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.145698Z digest=sha256:a46285e55b48642ea5b9e89ea02e3c6dc1d72986caf56da74a87692f9dbfa227

Observation 015bd1a0-c5da-4294-a6cc-0c83ca21868c · outbound

This paper cites TelecomGPT: A Framework to Build Telecom-Specfic Large Language Models.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks TelecomGPT: A Framework to Build Telecom-Specfic Large Language Models

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:46.149239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.149239Z digest=sha256:8f2187b7f043c00cffcf803896a083d4e9e3343e8a9bbce626bd586c85a38354

Observation 00b2a26e-b11f-4425-b559-28e7e4925a0b · outbound

This paper cites an unresolved cited work.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:23:48.448398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.152722Z digest=sha256:5297ff17def5043fa521d09796f47aa36915697e00f7dbb8815d2de60c5a0ef6

Observation dacb6ace-bb99-4b6f-8cb7-849d9753474a · outbound

This paper cites Tsourdinis, I.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Tsourdinis, I

Reference 26

Resolution
malformed identifier
no resolver link, observed 2026-08-15T18:23:46.156089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.156089Z digest=sha256:9283d78575baf4250e82c72c38fb42ebdcf1a2260cf216e6437c534c24dcb6f0

Observation eed804da-fa98-4e2b-82f8-c31a068fcfd0 · outbound

This paper cites Tsourdinis, I.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Tsourdinis, I

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:48.437738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.160122Z digest=sha256:e2c238a1b6268788fe5292a6843000c3103adf426ab878dbf3d411e4747f4975

Observation 494d680a-1a0a-467a-863b-6403cf98a5b1 · outbound

This paper cites Sousa, M.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Sousa, M

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:48.425943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.163769Z digest=sha256:feaec140001da9002aea7fb9940b66f6cefdc57a6d660573e7f8076406fb8b35

Observation 19bc029d-3e2d-422f-97ea-ea86f9563c7a · outbound

This paper cites Chatzistefanidis, N.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Chatzistefanidis, N

Reference 29

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unresolved
no resolver link, observed 2026-08-15T18:23:46.167531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.167531Z digest=sha256:6e89358ee38dfd75273762bb9dc01940f6eb7f7f8a7e94b81a5a2659754261b2

Observation 134dd835-b0e3-4749-b1cb-bc3efaf5fb85 · outbound

This paper cites Chatzistefanidis, N.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Chatzistefanidis, N

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:46.170535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.170535Z digest=sha256:3a917439c91eaa0e508bdc1a926d8867c71470223af98e2b771f0db2e4f430df

Observation 45565396-6f29-4fcc-9d18-120f5158f6ce · outbound

This paper cites Wireless Multi-Agent Generative AI: From Connected Intelligence to Collective Intelligence.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Wireless Multi-Agent Generative AI: From Connected Intelligence to Collective Intelligence

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:46.173926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.173926Z digest=sha256:840781391fd24d4a729add841a16283bad73386e49696b6d40048e09ee79bf9d

Observation 285ada43-97b9-46cf-8c2c-8cd03a28c49f · outbound

This paper cites Ameur, B.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Ameur, B

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:48.319420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.178367Z digest=sha256:48cb9408d226cf9f1158eb45a15a8f71b7ed8dde13fa5b63b13726293cdbc80d

Observation 15e75e30-7051-4e75-8de7-99af2e94a753 · outbound

This paper cites an unresolved cited work.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:23:48.245620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.181358Z digest=sha256:be9706cab2b3fc4ae7a9be64a114d8b963c2eaf2b45da47140ba655b2f61ff36

Observation f624ce16-c1d7-47c9-9d3a-df0cf7833382 · outbound

This paper cites Mekrache, A.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Mekrache, A

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:48.235518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.185096Z digest=sha256:773aa450efdeef8e9420dcc932346c7f18a1e1d4777f079f8627926432aa5d71

Observation 3bbb0687-2b4a-48f4-8859-65288f7b9c51 · outbound

This paper cites Chatzistefanidis, A.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Chatzistefanidis, A

Reference 35

Resolution
metadata mismatch
raw_fallback, observed 2026-08-15T18:23:47.259929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.189002Z digest=sha256:289378380e94f770169e189f847d759869ddafe61e62b80cbc551fdacfd78ed6

Observation 5ddda220-62a8-451f-893e-cfeec2d1ab53 · outbound

This paper cites Agoran: An Agentic Open Marketplace for 6G RAN Automation.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Agoran: An Agentic Open Marketplace for 6G RAN Automation

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-08-15T18:23:47.152790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.192645Z digest=sha256:0e6b05560798b17cfcea619cade8960915dee98befadd5285fbf13c063c4140b

Observation 1fa3573a-6017-42ed-b2d0-567afed10e97 · outbound

This paper cites MX-AI: Agentic Observability and Control Platform for Open and AI-RAN.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks MX-AI: Agentic Observability and Control Platform for Open and AI-RAN

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:46.215256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.215256Z digest=sha256:a645e240bc40d82d57c4f56c4122ce239c682feaae6e0039e227d6561a8904e8

Observation 9929e8cf-d144-404b-a7a5-9d9d34410caa · outbound

This paper cites Visioli, Practical PID control, Springer Science & Business Media, 2006.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Visioli, Practical PID control, Springer Science & Business Media, 2006

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:48.224442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.274294Z digest=sha256:9259b75a22d5c0f9843e50b4dec9e3b371d7488bcff5400cb6cac116ae78723c

Observation de07c78b-2b56-4524-8a94-d3c0afd40da8 · outbound

This paper cites an unresolved cited work.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:23:48.213594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.395624Z digest=sha256:7f7710985e275915bb4ac343943a288e401645d54eb9f9368c046440edc80703

Observation 26a73e98-bfd2-48fc-affd-6e1beb2c4f80 · outbound

This paper cites Scutari, F.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Scutari, F

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:48.154467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.481297Z digest=sha256:1eb24531521fd5e18dfaa565a805a4a676d55feca3f2cbcc5c8dbb3c1d5042c7

Observation 909bb17f-7612-47c6-bf23-41d8dd372ff5 · outbound

This paper cites an unresolved cited work.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:23:48.086280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.574515Z digest=sha256:a7786cef89983da9f03ddb2d78651e341b02011067e7471d393ed6a5bfc3075d

Observation 98deb2f0-68eb-4e43-b794-022d73c4877c · outbound

This paper cites an unresolved cited work.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:23:48.005677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.689772Z digest=sha256:9d6be0ea6c4b491a36dc346f2f8ddf7d210f1e04d1d227c7f92f5a21c8f64864

Observation 3b526510-6eb3-4668-8305-75787e0794b5 · outbound

This paper cites an unresolved cited work.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:23:47.936686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.693914Z digest=sha256:4ac6cc2d7b5daad270e659218f0dbdbc78e80bc859841439d8232fada2be6bcb

Observation 22fa1a46-a0d1-460c-b1d8-0af62d3c0ded · outbound

This paper cites Central Path Proximal Policy Optimization.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Central Path Proximal Policy Optimization

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:46.697427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.697427Z digest=sha256:76429950e1e516029adeaa34fa55fa9347459141ef78e2a1c49e3e183d15347f

Observation 353c28d7-efe2-472c-a2b4-97f3c096ad43 · outbound

This paper cites Saxena, B.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Saxena, B

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:47.927526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.700983Z digest=sha256:3558cc6626dbe40ed7c3a342d18d9988c646d8d97729d885ffff68e0e3756e00

Observation c2b83c0e-d117-43dc-ac46-2742b57a2974 · outbound

This paper cites Offline and Distributional Reinforcement Learning for Wireless Communications.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Offline and Distributional Reinforcement Learning for Wireless Communications

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:46.704475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.704475Z digest=sha256:efd652b3a9972e72c6cd856896f2f27a3233aa540758d37874070d7f77e6a85a

Observation 7199e340-e225-473c-beb7-a4587498e1e3 · outbound

This paper cites Nikaein, M.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Nikaein, M

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:47.917784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.708193Z digest=sha256:4f6396e54ac6ef688505026b2ec0e6b8d7561747e065b6ad7a3ace2a3175a59c

Observation a74b3fb1-8b8c-4f64-9f70-ee4e00db1045 · outbound

This paper cites Schmidt, M.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Schmidt, M

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:47.907424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.711435Z digest=sha256:882ab43d44c450726a03c7903498b046acc08d88c49a2128885c740f62667bc5

Observation 34e1b42d-1b97-41c5-ba42-c0d37faed80a · outbound

This paper cites D’Oro, M.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks D’Oro, M

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:47.896773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.715232Z digest=sha256:a9bf30c192a95e2bef8ca36384cee3ad7f0c3df9275499c32edd0283682136ea

Observation 03998113-3db3-4818-996d-3d7f4aa3761c · outbound

This paper cites an unresolved cited work.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:23:47.886303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.718766Z digest=sha256:c4d9cc16016095ca647024ebf4d9adfaec57ffe99ab66a520456c49691dff1d3

Observation 3c9ee49e-462d-441b-bf17-860f0e8e0b6c · outbound

This paper cites AI, Mistral 7b, https://mistral.ai/news/ announcing-mistral-7b/, accessed: June 2024 (2024).

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks AI, Mistral 7b, https://mistral.ai/news/ announcing-mistral-7b/, accessed: June 2024 (2024)

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:47.875601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.722550Z digest=sha256:caedf81f275ed701fb0b8ffdf8276b6b33502957fb22c9a99790ab71fd58af52

Observation e5a297f1-3f9e-4b93-9e30-b71c6f5b401b · outbound

This paper cites URL https://openai.com/index/gpt-4o-mini-advancing-cost-efficient-intelligence.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks URL https://openai.com/index/gpt-4o-mini-advancing-cost-efficient-intelligence

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:47.864003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.725992Z digest=sha256:37f3b9580dd9e38e7dd335b4b18ec6daff8e9acf078b569cd45012a379ac4242

Observation 947545ba-46d0-4f05-ab52-341ea3f03004 · outbound

This paper cites The Llama 3 Herd of Models.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks The Llama 3 Herd of Models

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:46.728727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.728727Z digest=sha256:f41c36b10af73866acb6166bc8b1d00b6c0b926d70ca7bdda9241d48f11d2523

Observation 18c5ae7e-62c7-4669-a4c3-d6a9571ac874 · outbound

This paper cites Qwen2 Technical Report.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Qwen2 Technical Report

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:46.731729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.731729Z digest=sha256:a07e0056c028d0775cd67ab593122979cc20278dd289ba8fc5b7115de3d25797

Observation 384ad863-30b4-4d50-9bcc-7d3c4f5fd9a6 · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Gemma: Open Models Based on Gemini Research and Technology

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:46.735493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.735493Z digest=sha256:852e3f5adc55dd1f40184c7b2833040c9dcdbe23851902b403c930dcdca4c056

Observation 37e33353-3bd6-4627-805d-123d02a610aa · outbound

This paper cites Team, Ollama: Run large language models locally (2024).

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Team, Ollama: Run large language models locally (2024)

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:47.852509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.739171Z digest=sha256:f62cacb1ff4a23c4009c2a634d2578b6b1f910620aca49568a25ecf2883fec8d

Observation 41458151-470c-421c-9c54-d8e7bec26e89 · outbound

This paper cites Tsourdinis, I.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Tsourdinis, I

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:47.771277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.742742Z digest=sha256:bf033dc8c66e9f1508a54500ebf139a5b7732eb88abecabdc8bb04e2db456759

Observation d6d2af2a-94e5-45e2-ba43-d4cf86b23b32 · outbound

This paper cites Chatzistefanidis, N.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Chatzistefanidis, N

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:47.688066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.746240Z digest=sha256:fcdb67005395a40c1c5049ab970fe2e94c122a18786f6b5353e721300b9e6ff0

Observation 38b5d966-3021-4d49-a8d8-620981a88ed9 · outbound

This paper cites an unresolved cited work.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-15T18:23:47.622469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.749725Z digest=sha256:f3d13bf701a4720a439ca9883ab6379bc5f69accce5575f59c65657d76461db8

Observation 660e7567-d016-4f9c-9470-127902cecec6 · outbound

This paper cites G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:46.753112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.753112Z digest=sha256:be56711a24d2a6d1ccbd68b1fd2da65a7491421c72ab33d825052ce63f1cfe0b

Observation 1b814eea-b526-4c6a-86ad-1145be77aa2d · outbound

This paper cites GPTScore: Evaluate as You Desire.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks GPTScore: Evaluate as You Desire

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:46.756762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.756762Z digest=sha256:a67ca6493b8b9dbf3545bd6c8af31d0e5def3c55d597b3715706ab4501e2cfd1

Observation 9873c273-ea1e-4e35-8ac6-60d10a6a4dee · outbound

This paper cites ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:46.760376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.760376Z digest=sha256:ef9da350a8fed10f1f53314704153b7a5c06ff6a82c0d83fcfa1773a630f4b54

Observation a755dffa-b085-4380-9230-e114f28a74e8 · outbound

This paper cites Evaluating Large Language Models: A Comprehensive Survey.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Evaluating Large Language Models: A Comprehensive Survey

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:46.763882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.763882Z digest=sha256:4a08ff74e7f5c31b7e14c9294a11e292512ea29aad1933f456bbe0bcfbfdec90

Observation aa5e4be9-8a35-46c1-98cf-1da5a52a075e · outbound

This paper cites Spearman, The proof and measurement of association between two things, The American Journal of Psychology 15 (1) (1904) 72–101.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Spearman, The proof and measurement of association between two things, The American Journal of Psychology 15 (1) (1904) 72–101

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:46.815646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.815646Z digest=sha256:77755f9de10c26a7d5a86169be3b97f07e9b1173244a44ff80c8ac19b80a3e9d

Observation b72b7751-9b5b-4596-9ebf-cf7df1376bc2 · outbound

This paper cites an unresolved cited work.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:46.872691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:46.872691Z digest=sha256:214b3c4aaff1f4ca732b89e15367f7c1f24dc5c99797ff97240d7c668c1f9e3b

Observation ab169085-76ef-4c85-8c8a-6595b414e383 · outbound

This paper cites throughput\.

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks throughput\

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:47.611496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:46.929097Z digest=sha256:f774848c191fa5d207a3d3ab33c57aac633eaaac49107647a5f71bd6c0e833ee

Pith citing papers

No inbound Pith citation observations are available.