Published September 22, 2026 | Version 1.0.0

LAPO Dataset: LLM-Assisted Parameter Optimization of Low-Power Wireless Protocols

  • 1. ROR icon Graz University of Technology

Description

Data from the paper "LLM-Assisted Parameter Optimization for Low-Power Wireless Protocols" (EWSN 2026). The record holds the optimization runs of the evaluation: the parameter sets tested with their measured outcomes, and the optimizer's proposals and rationales, for the Crystal and RPL protocols, four application requirements, and proprietary and open-weight language models, plus the live runs on the D-Cube testbed. It also holds the prompts used, example protocol summaries from the repository analyzer, and the recorded testbed traces the emulator replays, which come from the APEX dataset. The README describes the file formats.

Files

ground_truth.zip

Files (5.9 MB)

Name Size Download all
md5:c0790455d5c99ae382214d6449e89382
15.7 kB Preview Download
md5:a53d953e30c6791912588361db12b99b
13.3 kB Preview Download
md5:8ad808c4b738a86276b194f7c139d32b
8.9 kB Preview Download
md5:67272404d24f798dd7a5f44d4ba825e4
2.6 MB Preview Download
md5:1bb370a3269bf2f63396bbb705341319
3.3 MB Preview Download

Additional details

Related works

Is supplement to
Conference paper: 10.3217/f19q-hk91 (DOI)

Funding

Austrian Science Fund (FWF)
10.55776/DFH5