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Paper Citation Record · LEDGER

LLM Agents as 6G Orchestrator: A Paradigm for Task-Oriented Physical-Layer Automation

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2410.03688.

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

pith.paper-citation-record.v1
2410.03688 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 2026-08-14T06:32:32.682623+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T17:25:31.566622Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T17:20:35.778472Z

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 c0949748-80e0-4dbc-9f14-873e07d0040e · inbound

Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model cites this paper.

Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model LLM Agents as 6G Orchestrator: A Paradigm for Task-Oriented Physical-Layer Automation

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-11T17:25:31.566622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:25:31.566622Z digest=sha256:1d18512db26d1a6bfa7eb76574473c8f2c501926506643f403b959b36df7df6f

Observation c6568a9f-3765-4f94-b0cb-6c7c84f9a046 · 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 LLM Agents as 6G Orchestrator: A Paradigm for Task-Oriented Physical-Layer Automation

Reference 169

Resolution
unresolved
no resolver link, observed 2026-08-07T13:13:59.808561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:13:59.808561Z digest=sha256:e784626a9667f5771dda13740790f8129dddd0e2aae6b804d981bc5d260498de

Observation 6985bed2-0baf-4055-b3a4-36d5dcee16f2 · inbound

Foundation Model Empowered Synesthesia of Machines (SoM): AI-native Intelligent Multi-Modal Sensing-Communication Integration cites this paper.

Foundation Model Empowered Synesthesia of Machines (SoM): AI-native Intelligent Multi-Modal Sensing-Communication Integration LLM Agents as 6G Orchestrator: A Paradigm for Task-Oriented Physical-Layer Automation

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-07T05:33:54.866504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:33:54.866504Z digest=sha256:8bdaa5b2df947344b2a0f922d53e5b423fbbd918673c5f63fffadb648493965c

Observation d9598524-93a0-424b-8b00-bc714ad0e7db · inbound

White paper: Towards Human-centric and Sustainable 6G Services -- the fortiss Research Perspective cites this paper.

White paper: Towards Human-centric and Sustainable 6G Services -- the fortiss Research Perspective LLM Agents as 6G Orchestrator: A Paradigm for Task-Oriented Physical-Layer Automation

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:20:35.878327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T17:20:35.593950Z digest=sha256:6c11bf93c0bb4a172a5d1a4d0e62ad64370c84ca7871ae406c2bfc25b8fee0dd