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Paper Citation Record · LEDGER

LLM-Empowered Resource Allocation in Wireless Communications Systems

As of 13 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:ccf2b29f2346fd1ccf909978b363b206192e32a19e44aad16e3c2985396b27f5

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=sha256:56e2710b8112dca228046070178d391a36213628ec5ab74769b299d8fbb39562

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=sha256:3cc86ce61f621c9edc9231d1d40260e0b7e825b5ea3a29c25a37739b4d86201b

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=sha256:4185cf6af5abe8238b695c53ddbd763e6ab49852a8fdd3e96731d3bd3b85e358

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:dc6f9877f24b63747dc25112c31c935a462c31768ae1a5a629541921f27b9362

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=sha256:56a75318a569f887017fae267b048964cc3c4fa8e21f347aa70ab0ef127eab2a

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:eac28e0ddf29d27ff023f00417f8acdf35c93592d350090b5849f6268b9897e5

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=sha256:9c26d5a851b989a4db8a5be13b7c43c2186e1ef38cd1ea9b0a37d82f91538439

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=sha256:010dfb75dddf8f1d5793e0b224816a7baa254c16e99a214da4d676333d8c6d17

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=sha256:30cb963e557d95daadd43fe7ea7413ab55f915700b9529ae49ef45388c5434ac

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=sha256:96d97b8fed690064394371d713b2e29f4643ecbfab89203a48474ec2e0e63029