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Paper Citation Record · LEDGER

LLM Agent for Hyper-Parameter Optimization

As of 17 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 1 inbound Pith citation observation for arXiv:2506.15167.

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

pith.paper-citation-record.v1
2506.15167 v2

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:45:11.722414Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T21:50:07.617384Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

19 of 19 outbound references displayed

  • verified exact1
  • verified fuzzy16
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation e3d5e9c9-3cd1-42b2-affb-806e505754a2 · outbound

This paper cites Energy efficient resource allocation in UAV-enabled mobile edge computing networks,.

LLM Agent for Hyper-Parameter Optimization Energy efficient resource allocation in UAV-enabled mobile edge computing networks,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:12.197487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T19:45:11.621115Z digest=sha256:5e6996256a7240827dedac54f8a7dbc9f526a7d1215af000da756248e0d6bde4

Observation eeeb0355-4013-4016-86b4-8447333bbdf2 · outbound

This paper cites Integrated robotics networks with co-optimization of drone placement and air-ground communications,.

LLM Agent for Hyper-Parameter Optimization Integrated robotics networks with co-optimization of drone placement and air-ground communications,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:12.178915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T19:45:11.627399Z digest=sha256:95395b89db9fcbce1926ad06363d6cc85eb8094c2c8b5d30a1f0da514894eafc

Observation 5a49e985-c43a-4cad-b046-3aabc2923a4a · outbound

This paper cites Deep learning-based radio map for MIMO-OFDM downlink precoding,.

LLM Agent for Hyper-Parameter Optimization Deep learning-based radio map for MIMO-OFDM downlink precoding,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:12.160742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T19:45:11.643753Z digest=sha256:7fe6770c544a141b0ad2f8a451d99954ace7c945c88446a3e5fab8858959030f

Observation 96972dfc-e3f7-404e-902e-cfde82d267e4 · outbound

This paper cites Radio map assisted path planning for UAV anti-jamming communications,.

LLM Agent for Hyper-Parameter Optimization Radio map assisted path planning for UAV anti-jamming communications,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:12.145207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T19:45:11.650014Z digest=sha256:ee5bce8da87a5ed5fafaef7b6f977a1b22382490c80d270bd461f1d14b7792d7

Observation 2a32d250-84d2-4a3b-9ecc-c6ac5b08b047 · outbound

This paper cites Radio map-based 3D path planning for cellular-connected UAV,.

LLM Agent for Hyper-Parameter Optimization Radio map-based 3D path planning for cellular-connected UAV,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:12.127974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T19:45:11.655231Z digest=sha256:ab3520a2a8ef70e9ac7bcddf874b39a34cc20c285dad6e11cf8f4e4e51f32427

Observation cbb03270-2252-4b34-8f06-23d311dd4afa · outbound

This paper cites Radio map-based beamforming assisted with reduced pilots,.

LLM Agent for Hyper-Parameter Optimization Radio map-based beamforming assisted with reduced pilots,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:12.112693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T19:45:11.660599Z digest=sha256:8f6b55a5b3964a512c26772931a6763ea074f81448ac32bdb1949b45b004f239

Observation aaf6d34f-a567-442e-98ef-545f0ae66cb8 · outbound

This paper cites Radio-map-based UAV placement design for UAV-assisted relaying networks,.

LLM Agent for Hyper-Parameter Optimization Radio-map-based UAV placement design for UAV-assisted relaying networks,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:12.096766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T19:45:11.665842Z digest=sha256:06ddcf754e52f8c0899a7d2b4b76aecb130f2568be9e21e306714b4ba4400a01

Observation cad8d0ed-162c-4bf5-9ea7-5fdb61cd1167 · outbound

This paper cites Dynamic object tracking by multi- UAV with time-variant radio maps,.

LLM Agent for Hyper-Parameter Optimization Dynamic object tracking by multi- UAV with time-variant radio maps,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:12.078592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T19:45:11.670791Z digest=sha256:2ef3b6bc07df9129fc2bc48be6505dc64de5d16d1a41ec0fc38a2e08e248eadc

Observation 0e847d34-fe72-45d7-9b7d-fea5492a6d4a · outbound

This paper cites Joint power and 3D trajectory optimization for UAV-enabled wireless powered commu- nication networks with obstacles,.

LLM Agent for Hyper-Parameter Optimization Joint power and 3D trajectory optimization for UAV-enabled wireless powered commu- nication networks with obstacles,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:12.058809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T19:45:11.675399Z digest=sha256:9cdab759d6da06c8ae5d749bc21db7f483bef9513416829f9bc2fbdfab305580

Observation 0335aebd-02cb-41d1-82a5-92d1476cc7e9 · outbound

This paper cites LLM-based agentic systems in medicine and healthcare,.

LLM Agent for Hyper-Parameter Optimization LLM-based agentic systems in medicine and healthcare,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:12.041539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T19:45:11.680941Z digest=sha256:fba21cd064fcd63f2fd61fb19e1a0bafa1d73985d7dbff7a5fae464fd7d3839b

Observation f6131956-bc27-4705-8a6b-2f4ea76a2ca0 · outbound

This paper cites Mathematical discoveries from program search with large language models,.

LLM Agent for Hyper-Parameter Optimization Mathematical discoveries from program search with large language models,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:12.024511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T19:45:11.686751Z digest=sha256:2a69779a7429ade47454d2c7355caa3e75344ee320bdc93bfcbc3192d05113e0

Observation 4b95ae11-2955-4fb6-959b-dff257d4b1ad · outbound

This paper cites Industrial internet of things with large language models (LLMs): an intelligence- based reinforcement learning approach,.

LLM Agent for Hyper-Parameter Optimization Industrial internet of things with large language models (LLMs): an intelligence- based reinforcement learning approach,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:12.007723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T19:45:11.692528Z digest=sha256:0e7145d228951df538fd2f2e786d1bb985062c6936f9e6cb600c6f30465cc478

Observation f4fa060d-2458-4bc9-8da1-9e9d89de3b81 · outbound

This paper cites Federated low-rank adaptation for large models fine-tuning over wireless networks,.

LLM Agent for Hyper-Parameter Optimization Federated low-rank adaptation for large models fine-tuning over wireless networks,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:11.989502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T19:45:11.697354Z digest=sha256:80a4963ec61d2b56e89e0a93e260f0460a428da2b1a8862eb2fe64abc5d84928

Observation d3450a02-3a06-4cce-bcc3-843b7ec20876 · outbound

This paper cites Federated Intelligence: When Large AI Models Meet Federated Fine-Tuning and Collaborative Reasoning at the Network Edge.

LLM Agent for Hyper-Parameter Optimization Federated Intelligence: When Large AI Models Meet Federated Fine-Tuning and Collaborative Reasoning at the Network Edge

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-15T19:45:11.702711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:11.702711Z digest=sha256:bdb96f4aa756cd94e7cb8262610574d65c6f8b84eaa6e54576d3f94940c9f845

Observation c84c31c8-517d-4d9d-a6e5-464580d3291a · outbound

This paper cites Large language model-based wireless network design,.

LLM Agent for Hyper-Parameter Optimization Large language model-based wireless network design,

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T19:45:11.708050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:11.708050Z digest=sha256:0480ee93dbcf3a09f2710c48216c9641524d20bc460da17abe0d79a2e9b00a9c

Observation 4d7f1bc0-f746-40c5-aebf-853c8e198610 · outbound

This paper cites Maestro: LLM-driven collaborative automation of intent-based 6G networks,.

LLM Agent for Hyper-Parameter Optimization Maestro: LLM-driven collaborative automation of intent-based 6G networks,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:11.958209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T19:45:11.713228Z digest=sha256:15baa1d3ac272aec37aeb6662e0786945af1167a7a2f7dd62e9117c5feb641ee

Observation b3501dea-e369-4685-ae66-920bbb4d7e78 · outbound

This paper cites Large language models (LLMs) assisted wireless network deployment in urban settings,.

LLM Agent for Hyper-Parameter Optimization Large language models (LLMs) assisted wireless network deployment in urban settings,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:11.939343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T19:45:11.717910Z digest=sha256:6850e17c7c8d7e94beeed2fed396eb83603214213fe982c35dede36f049814dd

Observation 1f9e161a-3f58-488b-a13c-1ff1dfda5531 · outbound

This paper cites Large language model agents for radio map generation and wireless network planning,.

LLM Agent for Hyper-Parameter Optimization Large language model agents for radio map generation and wireless network planning,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:11.921420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T19:45:11.722414Z digest=sha256:3138d955d084953ec191fce97c9fe9b2e28069f36547f3eaebbd422fcd78a6ba

Observation 9aca1ae0-efa1-4fbf-9dca-15d136d7bcf2 · outbound

This paper cites Available: https://arxiv.org/abs/2505.06944.

LLM Agent for Hyper-Parameter Optimization Available: https://arxiv.org/abs/2505.06944

Reference 2025

Resolution
verified exact
raw_fallback, observed 2026-08-15T19:45:11.898769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-15T19:45:11.638379Z digest=sha256:1d504569cf2be2eaf4d9c0ff5a8ea348845ca269e14aaad788d9908384227bba

Pith citing papers

Observation df137c9a-22c7-4bc4-9dea-937c534874f6 · inbound

SHM-Agents: A Generalist-Specialist Integrated Agent System for Structural Health Monitoring cites this paper.

SHM-Agents: A Generalist-Specialist Integrated Agent System for Structural Health Monitoring LLM Agent for Hyper-Parameter Optimization

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-06-30T21:55:04.930733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-06-30T21:50:07.617384Z digest=sha256:b518e9c4efb0f8481efc8edf5c6cc58bec1a8f762048af76560904cfde0020b7