Paper Citation Record · LEDGER

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents

As of 16 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 1 inbound Pith citation observation for arXiv:2505.01834.

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

pith.paper-citation-record.v1
2505.01834 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:13:14.412291Z

measured 15 of 15 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:13:59.701783Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T13:14:04.150206Z

Reference resolution

14 of 14 outbound references displayed

verified exact0
verified fuzzy10
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f737df58-b7ae-4b28-91e4-3bb0e938b1d6 · outbound

This paper cites Large language model (LLM) for telecommu- nications: A comprehensive survey on principles, key techniques, and opportunities,.

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents Large language model (LLM) for telecommu- nications: A comprehensive survey on principles, key techniques, and opportunities,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:13:14.662486Z

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 cd4db8c4-5119-4238-9c11-f7715dd78ff5 · outbound

This paper cites DeepSeek LLM: Scaling Open-Source Language Models with Longtermism.

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents DeepSeek LLM: Scaling Open-Source Language Models with Longtermism

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T04:13:14.350869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1969e3cb-7134-49ee-88db-2f3563e6525b · outbound

This paper cites A survey on large language model- based autonomous agents,.

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents A survey on large language model- based autonomous agents,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:13:14.646611Z

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 d55a3edb-79e6-41df-96a4-cb803db18bc4 · outbound

This paper cites Large language models for wireless networks: An overview from the prompt engineering perspective,.

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents Large language models for wireless networks: An overview from the prompt engineering perspective,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:13:14.630522Z

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 a7721414-ce14-4cf9-b594-6f16b3027322 · outbound

This paper cites LLM4WM: Adapting LLM for Wireless Multi-Tasking.

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents LLM4WM: Adapting LLM for Wireless Multi-Tasking

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T04:13:14.367584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c372cdd1-7c5d-40cb-882e-c04acb1977ae · outbound

This paper cites Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments.

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T04:13:14.372973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37f00374-6c9e-4f31-b1f6-2b514bc44000 · outbound

This paper cites Rein- forcement learning with large language models (LLMs) interaction for network services,.

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents Rein- forcement learning with large language models (LLMs) interaction for network services,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:13:14.613557Z

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 2a7e8867-d818-4576-9588-aaba6ecdbbed · outbound

This paper cites Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directions.

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directions

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T04:13:14.383623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9ed9fdf-049d-49b4-a3e4-68b5de660be7 · outbound

This paper cites Model context protocol,.

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents Model context protocol,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:13:14.596066Z

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 736a3fcb-0a0c-43b6-83a2-b187d1bd01ad · outbound

This paper cites Initial access in millimeter wave cellular systems,.

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents Initial access in millimeter wave cellular systems,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:13:14.578633Z

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 77e02668-e1a1-41ee-b3d7-4a614dd3df66 · outbound

This paper cites Model-aided wireless artificial intelligence: Embedding expert knowl- edge in deep neural networks for wireless system optimization,.

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents Model-aided wireless artificial intelligence: Embedding expert knowl- edge in deep neural networks for wireless system optimization,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:13:14.562181Z

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 7cce282c-1d24-4b75-8573-1eda01c97ffc · outbound

This paper cites Panic, M.

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents Panic, M

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:13:14.545925Z

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 50d6cd46-086d-464c-8127-b7bdbefe9693 · outbound

This paper cites Binary cross entropy with deep learning technique for image classification,.

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents Binary cross entropy with deep learning technique for image classification,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:13:14.529850Z

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 eb325715-f7de-480f-808a-eeb89bb978bc · outbound

This paper cites ToolLLM: Facilitating large language models to master 16000+ real-world APIs,.

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents ToolLLM: Facilitating large language models to master 16000+ real-world APIs,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:13:14.513229Z

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.

Pith citing papers

Observation 273b4e88-64c4-4a78-8b83-8a8152bd69a2 · inbound

From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications cites this paper.

From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents

Reference 167

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:14:04.250209Z

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.