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Author

Wojciech Chmiel

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Conference Aug 2026

BOinEA: A Unified Hybrid Approach Integrating Bayesian Optimization and Evolutionary Algorithms for Neural Network Hyperparameter Tuning

Hyperparameter optimization (HPO) is a critical yet computationally intensive task in modern neural network design, particularly as model architectures and search spaces increase in complexity. Classical methods such as grid search and random search are often inefficient in high-dimensional spaces, while Bayesian optim...

Jacek Tyszkiewicz, Paweł Kolendo, Wojciech Chmiel · 0 citations
2026

Parameter Prediction Under Ambiguity: Single-Target vs. Multi-choice Models for IEA Configuration on QAP

These findings suggest that direct configuration prediction provides a robust approach despite ambiguity in the parameter space, and are compared to a regression-based performance prediction model, a multiple-choice model that treats near-optimal configurations as valid targets, and a baseline single-label model.

Paweł Kolendo, Wojciech Chmiel, J. Kwiecien · 0 citations

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