Paper Citation Record · LEDGER

Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments

As of 16 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 4 inbound Pith citation observations for arXiv:2502.02287.

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

pith.paper-citation-record.v1
2502.02287 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T12:41:42.731945Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:13:14.372973Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T18:46:07.669125Z

Reference resolution

13 of 13 outbound references displayed

verified exact0
verified fuzzy11
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 74f30788-7565-42af-822e-5cfe92248ffc · outbound

This paper cites Task-oriented communications for 6G: Vision, principles, and technologies,.

Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments Task-oriented communications for 6G: Vision, principles, and technologies,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T12:41:42.938178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6ec9b305-d295-4b58-8e42-3194d8b9193b · outbound

This paper cites Wireless networks design in the era of deep learning: model-based, AI-based, or both?.

Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments Wireless networks design in the era of deep learning: model-based, AI-based, or both?

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T12:41:42.924274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2c149b41-8053-4d7d-8a22-a7310893c4fb · outbound

This paper cites Controlled sparsity via constrained optimization or: How i learned to stop tuning penalties and love constraints,.

Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments Controlled sparsity via constrained optimization or: How i learned to stop tuning penalties and love constraints,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T12:41:42.909876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 96169b3a-0633-4536-ab10-bf2276012a25 · outbound

This paper cites DC3: A learning method for optimization with hard constraints,.

Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments DC3: A learning method for optimization with hard constraints,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T12:41:42.895671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 741ac754-fb10-4910-9630-f55b9f5c24bc · outbound

This paper cites Task-oriented communications for nextG: End-to-end deep learning and ai security aspects,.

Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments Task-oriented communications for nextG: End-to-end deep learning and ai security aspects,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T12:41:42.881545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation abc0b7cc-a4ea-4b09-870f-c55694a5892b · outbound

This paper cites Beyond transmitting bits: Context, semantics, and task- oriented communications,.

Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments Beyond transmitting bits: Context, semantics, and task- oriented communications,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T12:41:42.868045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4954c0c3-14f4-4e73-88ca-296cc928d110 · outbound

This paper cites WirelessLLM: Empowering large language models towards wireless intelligence,.

Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments WirelessLLM: Empowering large language models towards wireless intelligence,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T12:41:42.853960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c1b23fef-9cc3-471a-827b-99ef132b6879 · outbound

This paper cites WirelessAgent: Large Language Model Agents for Intelligent Wireless Networks.

Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments WirelessAgent: Large Language Model Agents for Intelligent Wireless Networks

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-09T12:41:42.709862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fa8652a-7109-4014-ab5b-210090c10de9 · outbound

This paper cites Wireless LAN medium access control (MAC) and physical layer (PHY) specifications,.

Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments Wireless LAN medium access control (MAC) and physical layer (PHY) specifications,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T12:41:42.839024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fa6e12dd-67ee-449b-bf7d-3ce6274bc904 · outbound

This paper cites Large language models as optimizers,.

Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments Large language models as optimizers,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T12:41:42.826419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1cde1283-dff4-4080-86ca-8938fd2d2f97 · outbound

This paper cites an unresolved cited work.

Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-09T12:41:42.812210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 63d4b52b-da8d-4980-8965-e690362a7f79 · outbound

This paper cites Joint optimization on uplink OFDMA and MU-MIMO for IEEE 802.11ax: Deep hierarchical reinforcement learning approach,.

Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments Joint optimization on uplink OFDMA and MU-MIMO for IEEE 802.11ax: Deep hierarchical reinforcement learning approach,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T12:41:42.798321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 765aa34a-05a2-4bf3-925b-cb45f8319fbf · outbound

This paper cites Alexander, An introduction to genetic algorithms for scientists and engineers.

Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments Alexander, An introduction to genetic algorithms for scientists and engineers

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T12:41:42.783243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

Observation c372cdd1-7c5d-40cb-882e-c04acb1977ae · inbound

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents cites this paper.

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T04:13:14.372973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0537c2d-8d6c-40e8-bb0c-5703d024b865 · inbound

A Comprehensive Survey of Large AI Models for Future Communications: Foundations, Applications and Challenges cites this paper.

A Comprehensive Survey of Large AI Models for Future Communications: Foundations, Applications and Challenges Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments

Reference 145

Resolution: unresolved; no resolver link, observed 2026-08-15T23:50:24.685480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 583729db-cef3-49a4-8a1f-a490cf52c61f · 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 Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-07T05:33:55.337256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 957133a6-68d9-4d32-8c1a-34d7b01799ed · inbound

LLM-Steered Power Allocation for Parallel QPSK-AWGN Channels cites this paper.

LLM-Steered Power Allocation for Parallel QPSK-AWGN Channels Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:46:07.678669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.