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Paper Citation Record · LEDGER

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

As of 16 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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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

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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=sha256:1e3661591d7a9925c641b814fcd397641ac9099b888287a0d800ab87a8edd2c2

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:45.838156Z digest=sha256:1b50035295c9685ec51dc8fd4e6aa2a13b9e46c7a6abf0aeacb18f9313711aad

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:45.841852Z digest=sha256:10a0edec28fd7fd80ce4b75ea359a03a0869e66aff98707373b1471fcefabc51

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:45.845671Z digest=sha256:1f601a6b53f275246383ebabac3243ac6b4513d889204d95577fa52a25d0574c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:45.849610Z digest=sha256:391e20e4350bdbf8d6dbc3043e9242423bc6c4a57a53c01b44ce808b620f0657

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:45.853687Z digest=sha256:996ea96dcb834020a46700993c2490d874f43f573b3bc21de2f402a2f8a79fd5

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:45.857103Z digest=sha256:91aab676f48937c903ef7c07d0cfc0ecf1c2712d2db1bdad726229f480d668fc

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=sha256:8edb8ee68ef4357fb16060e7060165596e0b9fd5420b4634833999c3061d698d

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=sha256:5122a5bb3633bb3c0fbf2fb3dc89fdfeb5086818b676b62e00efd2451b9e407e

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

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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=sha256:5b064de4905dc552acabace8a067f350ebfb373fe2b5d3ad1faa2f9b83ab2d3e

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=sha256:846b603dd486abcf2f089ed3a2e3eb3b468cb3f5b80f332dcf715d3ce839536a

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:45.889135Z digest=sha256:93986a6d72413cb9989a76981b18d476ba24af6ebd4491b7f18a15bb678da527

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:45.907756Z digest=sha256:9b6f718c28a5cd87de6786b901b0601cd79872feaad52b300b099ccbcc43e92c

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

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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:cc48b8d18ac0d64099681a1ca81235668da0202596a05b9150dca0d9a5e4e0ae

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 2026-08-16T06:30:59.297886+00:00.

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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:c00d7de194650699ee6ae63fc991aa74307ce2bf815f7d9f540897284ad5c8a7

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.124379Z digest=sha256:bfb3f6e169774099bc5842a6d1d73af367159a411277fb197e66a0e55f5960b1

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:e04f5e3e1209bf6c5f0ca543d607e19c25167acb06629632d7e60aaac69611a0

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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+00:00.

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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

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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=sha256:89584d0d31f7e338109aee42b4ae645849a1ea69dc857b8294144cceb00de17b

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=sha256:81792dbb4a8c8568de78d7fbb75f6418322ae42231349f7500c5da8905549d1a

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

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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=sha256:53d171b86ab307852befdf9e09fb0bef9ca1e8d0328e7b67b05dfcff5b41b268

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.152722Z digest=sha256:ef99e194434b18bae897e038608498225ea03921bbb02f230cb677ffb592b3d7

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

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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=sha256:0111340a1b800baadc0d2733460bb526b041e1fae472d53e018ccb68d9b481d3

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.160122Z digest=sha256:12671c27777f91f0367c2adc92bf5a99e62b9b760b5053c8ba45fdebd4fe149d

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.163769Z digest=sha256:16693dabc19cc20190ae84e11fb32be26f655aaa096f7ea35feff326fc1da46f

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=sha256:3384420c157257d165d6623c5f47bc81aed6642e79d7675be50fe13448ba69d2

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=sha256:8f99f3d1f74b5b181e16b81e7b2165d9582d78db3da279160c96ec56f8371264

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
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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=sha256:3e6929c2e28da505d53cd456e48e75031acc95a18ce2495f823319ed68be425c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.178367Z digest=sha256:1854e8f457336009a3c2081060f971976e83086e1172c378acc2d2fd841b1f1e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.181358Z digest=sha256:7dab1be18d88e0d4e1465ae0b9d217379b055db0d9644e2cdd385ef3860cc011

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.185096Z digest=sha256:86fa087cb064dbb13783a271a5d6012166351c310224963af1e3fdac91de55e9

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.189002Z digest=sha256:64760f091f89835d4786d2257c46b7917a7cade57e438ccf1cdaa465fd444cd9

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.192645Z digest=sha256:56de69c989e401c0c9838d9195f0affa5cd03af79e6735dcba84e449de51b7fd

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=sha256:68615317dca086d3d1859c2c11d5d013215ee34fba85e2f91079cca990cdc22c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.274294Z digest=sha256:e877038d9c2edd535e17cfff6e4e3efee956a732c304a2367f15e4de9c314a44

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.395624Z digest=sha256:24145d61c281bd6311191c8893b7ea40d0c0cbb3e1b787aadbb0ca94e671add5

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.481297Z digest=sha256:8e293a9ee34f68052f9a83b493a56ae4acb3037f3dbfa869180871c06e5a5f29

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.574515Z digest=sha256:4653cc4f7da8ebcd03784585a56e6300908b80c3f5e085130dd57b7cc533cfc5

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.689772Z digest=sha256:f8c4f67ba4c682981bf60c45edc948108ad938fe0a2da4bcfb0e8ec0f2d6ef13

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.693914Z digest=sha256:d349b599f4ed1db5427b6cd7b7caffb2a482e4f567e90073384b3286a6a087a5

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=sha256:86a525b6170d1da7cfdf76cd58e3b70641df66e01a5aab3e932704f576627a21

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.700983Z digest=sha256:3164c2a57457e93442350c71943dc9f9ffe72d2ad82e93b96ff3a8b8627233fd

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:a731b3560e0cd2a88f93ef008ae484d28f87c3d1feec9e3b2ed7874469479c70

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.708193Z digest=sha256:57be5dc3560830b92950a2716f6c485f3c25c5eb91e073c76cfc36c699956522

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.711435Z digest=sha256:c12298b8b9ca31d92a51e35b6249a6fdfc84415a9fa3c884a4d279d21104e0e0

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.715232Z digest=sha256:a5ae4c5280148b02c5f278729c513a2b78e8e76a9da216f3eb349bdd121d9502

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.718766Z digest=sha256:e1ac097415212155aa238f62a37d565a6ce74e26c1cc8151774b967923bf62e2

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.722550Z digest=sha256:54a1bf85c096a6417b5830f46b0fb64222f104cebb5b46135131184d67961be3

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.725992Z digest=sha256:304420989531186730dacead2aeeea82427ed13cffb21e34cc0805b511c77c9b

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=sha256:16e38053f56e37058c466e5325a0e871df5cc3b33f2ced17f902dfbe909a1323

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:c5b4329962a3989cab004223cf133fe02cee1e02767cec068392de4c5b715b44

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=sha256:97c449c7d89afc55eaba9b528ff9b84dc9c1b1b9e95ea749b1996c9f40de577a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.739171Z digest=sha256:12c2e9e130c4315c9d54085ee3699de20c536a1a14b3c47fea9aa0bdad9c9753

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.742742Z digest=sha256:219ba9b9b3340c8836889c899bea5680ec179fb573a74c3f1191462edebebd27

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.746240Z digest=sha256:56a0d74b4095023043742a37cf3bb62fa0e2367e27031391eff00ff819c9282f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.749725Z digest=sha256:f3ab7f8304a160d9d7c10dcd32005ba944b695f8e53708a313eae43a50474e9a

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=sha256:6aec7dd34f4400bd83ffa77bd406aa392826097185a82882490574f72d258626

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:f159ecc1eca0a37159d1c0e2c56dfef655d588b0487cf393fa4649c33d10ce6b

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=sha256:94ddf852398446eb5a7eee815b65613ef7878e36b96eddfdabed3f73810cb8ed

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=sha256:6e527024cca5c1efa75036481296d468bbd8e42d633605535cbf91e69962fd73

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:d0afa76b8a36eab52fad580741f805ae4f880c57a05e2b1dcbaa955ce4a072ee

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=sha256:2fc55874b2f6e23c6db94b8ed7323de589e77c11e6e9a1f63c6d934904c1c36e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T18:23:46.929097Z digest=sha256:25e84aa8cbb965a58208881780ecac31ebd795c8271e81b3685a95880d36d7b6

Pith citing papers

No inbound Pith citation observations are available.