Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T18:23:46.929097Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T18:23:46.929097Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
66 of 66 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b463652a-b7f2-4955-a98e-10877d738f27 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks rep., GSMA (Feb
Reference 1
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.
Observation bf175ff7-0f43-4ea5-a39b-b4cab64aa548 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks 6G Wireless Communications in 7-24 GHz Band: Opportunities, Techniques, and Challenges
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd82fd20-1ead-4f78-89b5-8e878b2afec7 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work
Reference 3
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.
Observation 5ac320d5-29b3-43b1-9b22-8b742b00d807 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Samdanis, X
Reference 4
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.
Observation 23aa394a-7b98-424b-8356-d314f2f1c462 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Leivadeas, M
Reference 5
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.
Observation 8692184a-f96e-4f0c-aaad-bfbc8f0d44f3 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks URL https://www.o-ran.org/
Reference 6
Source-reported events for the cited work
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Observation 7a6a3c7a-646f-47a4-b09a-e0023f37be6b · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks URL https://ai-ran.org/
Reference 7
Source-reported events for the cited work
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Observation f088dc72-e0ad-4967-8794-ef2fe65d30f2 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Bariah, Q
Reference 8
Source-reported events for the cited work
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Observation f3b4a391-683e-42d7-8a5c-df805a7d5785 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7da555ad-79ee-4d2c-980c-398b1d78c572 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Artificial General Intelligence (AGI)-Native Wireless Systems: A Journey Beyond 6G
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df158218-9210-4aaa-923f-b5074cc5373f · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Understanding Telecom Language Through Large Language Models
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3e56182-02be-46f1-8a61-ace1c1fa8192 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Huang, W
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d17ea926-83b8-43f6-95d9-d8e5a74d0982 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Patil, V
Reference 13
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.
Observation dc4d3835-b244-47dd-8b2f-bcb4fa6dbc33 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work
Reference 14
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.
Observation 74e494ae-e638-4cc2-b3b0-f9f1fd04eceb · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7902770f-4a4d-4bb6-afb7-74d76e134438 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work
Reference 16
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.
Observation 38a4c64a-268e-4be1-831a-51ce97d6f02a · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d482b3a-f52f-478a-9aa6-e252e6d058fb · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Shinn, F
Reference 18
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.
Observation 9ce51074-5f80-4902-9056-2343a9f7c0b7 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Towards Optimizing with Large Language Models
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d422428f-50e9-414a-ad2d-6c618c28041f · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work
Reference 20
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.
Observation ac387d91-f73c-4c4c-abd7-dd6f9c4cb1fa · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work
Reference 21
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.
Observation 00be309e-986b-4753-bbc0-53f7c2fcfdd4 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eeee7718-4b4f-4170-b206-6422fe68918d · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 015bd1a0-c5da-4294-a6cc-0c83ca21868c · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks TelecomGPT: A Framework to Build Telecom-Specfic Large Language Models
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00b2a26e-b11f-4425-b559-28e7e4925a0b · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work
Reference 25
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.
Observation dacb6ace-bb99-4b6f-8cb7-849d9753474a · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Tsourdinis, I
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eed804da-fa98-4e2b-82f8-c31a068fcfd0 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Tsourdinis, I
Reference 27
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.
Observation 494d680a-1a0a-467a-863b-6403cf98a5b1 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Sousa, M
Reference 28
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.
Observation 19bc029d-3e2d-422f-97ea-ea86f9563c7a · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Chatzistefanidis, N
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 134dd835-b0e3-4749-b1cb-bc3efaf5fb85 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Chatzistefanidis, N
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45565396-6f29-4fcc-9d18-120f5158f6ce · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Wireless Multi-Agent Generative AI: From Connected Intelligence to Collective Intelligence
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 285ada43-97b9-46cf-8c2c-8cd03a28c49f · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Ameur, B
Reference 32
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.
Observation 15e75e30-7051-4e75-8de7-99af2e94a753 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work
Reference 33
Source-reported events for the cited work
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Observation f624ce16-c1d7-47c9-9d3a-df0cf7833382 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Mekrache, A
Reference 34
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.
Observation 3bbb0687-2b4a-48f4-8859-65288f7b9c51 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Chatzistefanidis, A
Reference 35
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.
Observation 5ddda220-62a8-451f-893e-cfeec2d1ab53 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Agoran: An Agentic Open Marketplace for 6G RAN Automation
Reference 36
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.
Observation 1fa3573a-6017-42ed-b2d0-567afed10e97 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks MX-AI: Agentic Observability and Control Platform for Open and AI-RAN
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9929e8cf-d144-404b-a7a5-9d9d34410caa · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Visioli, Practical PID control, Springer Science & Business Media, 2006
Reference 38
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.
Observation de07c78b-2b56-4524-8a94-d3c0afd40da8 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work
Reference 39
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.
Observation 26a73e98-bfd2-48fc-affd-6e1beb2c4f80 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Scutari, F
Reference 40
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.
Observation 909bb17f-7612-47c6-bf23-41d8dd372ff5 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work
Reference 41
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.
Observation 98deb2f0-68eb-4e43-b794-022d73c4877c · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work
Reference 42
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.
Observation 3b526510-6eb3-4668-8305-75787e0794b5 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work
Reference 43
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.
Observation 22fa1a46-a0d1-460c-b1d8-0af62d3c0ded · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Central Path Proximal Policy Optimization
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 353c28d7-efe2-472c-a2b4-97f3c096ad43 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Saxena, B
Reference 45
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.
Observation c2b83c0e-d117-43dc-ac46-2742b57a2974 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Offline and Distributional Reinforcement Learning for Wireless Communications
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7199e340-e225-473c-beb7-a4587498e1e3 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Nikaein, M
Reference 47
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.
Observation a74b3fb1-8b8c-4f64-9f70-ee4e00db1045 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Schmidt, M
Reference 48
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.
Observation 34e1b42d-1b97-41c5-ba42-c0d37faed80a · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks D’Oro, M
Reference 49
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.
Observation 03998113-3db3-4818-996d-3d7f4aa3761c · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work
Reference 50
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.
Observation 3c9ee49e-462d-441b-bf17-860f0e8e0b6c · outbound
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Reference 51
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.
Observation e5a297f1-3f9e-4b93-9e30-b71c6f5b401b · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks URL https://openai.com/index/gpt-4o-mini-advancing-cost-efficient-intelligence
Reference 52
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.
Observation 947545ba-46d0-4f05-ab52-341ea3f03004 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks The Llama 3 Herd of Models
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18c5ae7e-62c7-4669-a4c3-d6a9571ac874 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Qwen2 Technical Report
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 384ad863-30b4-4d50-9bcc-7d3c4f5fd9a6 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Gemma: Open Models Based on Gemini Research and Technology
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37e33353-3bd6-4627-805d-123d02a610aa · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Team, Ollama: Run large language models locally (2024)
Reference 56
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.
Observation 41458151-470c-421c-9c54-d8e7bec26e89 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Tsourdinis, I
Reference 57
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.
Observation d6d2af2a-94e5-45e2-ba43-d4cf86b23b32 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Chatzistefanidis, N
Reference 58
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.
Observation 38b5d966-3021-4d49-a8d8-620981a88ed9 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work
Reference 59
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.
Observation 660e7567-d016-4f9c-9470-127902cecec6 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b814eea-b526-4c6a-86ad-1145be77aa2d · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks GPTScore: Evaluate as You Desire
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9873c273-ea1e-4e35-8ac6-60d10a6a4dee · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a755dffa-b085-4380-9230-e114f28a74e8 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Evaluating Large Language Models: A Comprehensive Survey
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa5e4be9-8a35-46c1-98cf-1da5a52a075e · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b72b7751-9b5b-4596-9ebf-cf7df1376bc2 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks Unresolved cited work
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab169085-76ef-4c85-8c8a-6595b414e383 · outbound
Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks throughput\
Reference 66
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.
No inbound Pith citation observations are available.