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Paper Citation Record · LEDGER

LLM-Empowered Resource Allocation in Wireless Communications Systems

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2408.02944.

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

pith.paper-citation-record.v1
2408.02944 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T17:25:31.483935Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T18:40:03.515449Z

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 23200109-66cd-4615-a959-8b8754b60899 · 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-Empowered Resource Allocation in Wireless Communications Systems

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-11T17:25:31.483935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:25:31.483935Z digest=sha256:c9c21d67d504862a4ca661f38d5babecb489c8c43090277db75eb9f3824ef28e

Observation efcd045d-99fd-4832-8437-9ff6d4fa28a4 · inbound

A Survey on Large Language Models for Communication, Network, and Service Management: Application Insights, Challenges, and Future Directions cites this paper.

A Survey on Large Language Models for Communication, Network, and Service Management: Application Insights, Challenges, and Future Directions LLM-Empowered Resource Allocation in Wireless Communications Systems

Reference 135

Resolution
unresolved
no resolver link, observed 2026-08-11T14:15:31.889533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:15:31.889533Z digest=sha256:167c4b0e76d6f4a9c2f01380160d2898035515125b307097a43fb2a657869be6

Observation 2e3ddd60-2b0f-415b-b7a9-65504840149f · inbound

Large Language Model Enabled Multi-Task Physical Layer Network cites this paper.

Large Language Model Enabled Multi-Task Physical Layer Network LLM-Empowered Resource Allocation in Wireless Communications Systems

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-10T23:20:15.262952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:20:15.262952Z digest=sha256:bda5efd62f4e10c265cb2c696b355c0bd4ec60bf61b307d7c91b1e1ed11c63d6

Observation fba71dd5-018f-42e3-bc91-567e437b6aeb · 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-Empowered Resource Allocation in Wireless Communications Systems

Reference 156

Resolution
unresolved
no resolver link, observed 2026-08-07T13:13:58.846590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:13:58.846590Z digest=sha256:f9b54ad70ba8231c13c0016b7f60a5c2d00c88288d90d5f918ef6f2c1ac9c6e1

Observation 26ffdec0-357c-4dd5-bcbd-7fba42523006 · inbound

A Systematic Survey on Large Language Models for Evolutionary Optimization: From Modeling to Solving cites this paper.

A Systematic Survey on Large Language Models for Evolutionary Optimization: From Modeling to Solving LLM-Empowered Resource Allocation in Wireless Communications Systems

Reference 226

Resolution
unresolved
no resolver link, observed 2026-08-04T20:55:41.954952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:55:41.954952Z digest=sha256:eeb7f009d278462c2ed042059c4e714e172ab5b1a12e14e5606a8f385ca751ba

Observation 8cbb9a9e-9647-451e-a39a-02cc1fcfd0f1 · inbound

BERT4beam: Large AI Model Enabled Generalized Beamforming Optimization cites this paper.

BERT4beam: Large AI Model Enabled Generalized Beamforming Optimization LLM-Empowered Resource Allocation in Wireless Communications Systems

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-04T17:14:56.060119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:14:56.060119Z digest=sha256:b4cb2bcbdeb0776b9dae8088a41c1b0db869ca2c2929b40ed3ac1aaf6dafba01

Observation d5231956-d224-4e1a-aa95-8875ba073b4b · inbound

LLM-Empowered Agentic MAC Protocols: A Dynamic Stackelberg Game Approach cites this paper.

LLM-Empowered Agentic MAC Protocols: A Dynamic Stackelberg Game Approach LLM-Empowered Resource Allocation in Wireless Communications Systems

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-04T10:19:33.897415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:19:33.897415Z digest=sha256:a41e2bd5fbf5b259a9e568ac3664611b8f8b24207405aa894c65481785e5d685

Observation e99cf15a-209a-452a-99a2-817e2eeb1fb2 · inbound

Agentic Link Construction for Environment and Intent Aware 6G Communication cites this paper.

Agentic Link Construction for Environment and Intent Aware 6G Communication LLM-Empowered Resource Allocation in Wireless Communications Systems

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-18T00:45:33.146930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-18T00:43:22.126153Z digest=sha256:c7ca5335e510fabcc8af1b56c489d962d1cdad706a6115c60792a45aac5f9c38

Observation 837bbe59-8696-4862-80cf-042f25d76b54 · inbound

Reflection-Driven Self-Optimization 6G Agentic AI RAN via Simulation-in-the-Loop Workflows cites this paper.

Reflection-Driven Self-Optimization 6G Agentic AI RAN via Simulation-in-the-Loop Workflows LLM-Empowered Resource Allocation in Wireless Communications Systems

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-17T01:23:49.516239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-17T01:21:33.692839Z digest=sha256:7ebebd53ae6a25a6e134605424e810758b8bf19c208789764677e315557e66cb

Observation cd7f269a-6ee9-43f1-b7c6-d320aa65cbfe · inbound

Explainable AI for Next-Generation Wireless Physical Layer: Basics, State-of-the-Art, and Open Challenges cites this paper.

Explainable AI for Next-Generation Wireless Physical Layer: Basics, State-of-the-Art, and Open Challenges LLM-Empowered Resource Allocation in Wireless Communications Systems

Reference 267

Resolution
verified exact
arxiv_id, observed 2026-07-04T18:40:03.517065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-06-25T22:34:33.698421Z digest=sha256:401ac944deafff4d4d9ed60fef26dd2aab9e716a6ce42f03c6f6c933895aec47

Observation cb5d7a84-fb5a-4ef6-936f-384c60f1912e · inbound

Harnessing Large Language Models for Intelligent Resource Allocation in the Internet of Everything cites this paper.

Harnessing Large Language Models for Intelligent Resource Allocation in the Internet of Everything LLM-Empowered Resource Allocation in Wireless Communications Systems

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-01T12:33:16.901565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:33:16.901565Z digest=sha256:1b53a25dbe9afb41446e5f3f1c0a0e7f51b236978826a7d95a869916b2bb649b