Paper Citation Record · LEDGER

Optimizing Generative AI Networking: A Dual Perspective with Multi-Agent Systems and Mixture of Experts

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2405.12472.

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

pith.paper-citation-record.v1
2405.12472 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T13:08:23.221146Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T04:50:32.988554Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation c21f94fa-cbb0-4348-8539-70aeae537725 · inbound

KABB: Knowledge-Aware Bayesian Bandits for Dynamic Expert Coordination in Multi-Agent Systems cites this paper.

KABB: Knowledge-Aware Bayesian Bandits for Dynamic Expert Coordination in Multi-Agent Systems Optimizing Generative AI Networking: A Dual Perspective with Multi-Agent Systems and Mixture of Experts

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-08T13:08:23.221146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bb0c40c-82e5-4582-9a7c-556cf6ce3d68 · inbound

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

Toward Edge General Intelligence with Multiple-Large Language Model (Multi-LLM): Architecture, Trust, and Orchestration Optimizing Generative AI Networking: A Dual Perspective with Multi-Agent Systems and Mixture of Experts

Reference 177

Resolution: unresolved; no resolver link, observed 2026-08-06T21:16:15.015966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce6995af-a29d-4357-992f-100fdfa5576b · inbound

Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions cites this paper.

Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Optimizing Generative AI Networking: A Dual Perspective with Multi-Agent Systems and Mixture of Experts

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-05T16:20:59.294958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40fc763c-8a23-4a02-889b-2df975bbf2a4 · inbound

Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial cites this paper.

Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial Optimizing Generative AI Networking: A Dual Perspective with Multi-Agent Systems and Mixture of Experts

Reference 232

Resolution: verified exact; local_arxiv, observed 2026-08-05T04:50:32.993078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.