| cff-version: 1.2.0 |
| title: >- |
| AHD-CMA: An Adaptive Hybrid Dhole–CMA-ES Optimizer with |
| Probe-then-Lock Phase Switching |
| message: >- |
| If you use this software or its released data, please cite both the |
| software (this repository) and the associated paper. |
| type: software |
| authors: |
| - given-names: Huy Hoang Son |
| family-names: Tran |
| email: hoangson0312x@gmail.com |
| affiliation: >- |
| Department of Information Technology, Hanoi University, |
| Hanoi, Vietnam |
| repository-code: 'https://github.com/Akiyue/AHD-CMA' |
| doi: 10.5281/zenodo.20587560 |
| abstract: >- |
| AHD-CMA is a hybrid metaheuristic pairing the Dhole Optimization |
| Algorithm (DOA) with CMA-ES via a probe-then-lock phase controller. |
| This repository contains the full implementation, the official |
| CEC-2022 (opfunu) benchmark harness, the LoRA hyperparameter-tuning |
| case study, and all scripts to reproduce the figures and tables of |
| the paper, together with the released result files. |
| keywords: |
| - evolutionary computation |
| - hybrid metaheuristics |
| - CMA-ES |
| - CEC-2022 benchmark |
| - hyperparameter optimization |
| - low-rank adaptation |
| license: MIT |
| version: 1.0.0 |
| date-released: '2026-06-08' |
| preferred-citation: |
| type: article |
| title: >- |
| AHD-CMA: An Adaptive Hybrid Dhole–CMA-ES Optimizer with |
| Probe-then-Lock Phase Switching for Numerical Optimization and |
| LoRA Hyperparameter Tuning of Vision Transformers |
| authors: |
| - given-names: Huy Hoang Son |
| family-names: Tran |
| journal: 'Soft Computing (under review)' |
| year: 2026 |
|
|
