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Paper Citation Record · LEDGER

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

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 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 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:16:15.015966Z

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 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.

source=pdf_text observed=2026-08-06T21:16:15.015966Z digest=sha256:b21587e4f070be9e42e74099bb548c90f066a4476463de6db57632fd47bb0dfe

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.

source=pdf_text observed=2026-08-05T16:20:59.294958Z digest=sha256:ed619cc4c9bb813884e4c87424f80debf757667b626667a2195d7f4477bdeaf1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T04:50:32.399641Z digest=sha256:33b601cbc30251c3c055779673e2f20d31924f38f6255faf92057ef699b995d7