3 papers
cs.LG2025
GreenFactory: Ensembling Zero-Cost Proxies to Estimate Performance of Neural Networks
Gabriel Cortês, Nuno Lourenço, Paolo Romano +1
Determining the performance of a Deep Neural Network during Neural Architecture Search processes is essential for identifying optimal architectures and hyperparameters. Traditional…
cs.NE2025
On the Dynamics of Mating Preferences in Genetic Programming
José Maria Simões, Nuno Lourenço, Penousal Machado
Several mating restriction techniques have been implemented in Evolutionary Algorithms to promote diversity. From similarity-based selection to niche preservation, the general goal…
cs.LG2024
GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS
Gabriel Cortês, Nuno Lourenço, Penousal Machado
Artificial Intelligence (AI) has driven innovations and created new opportunities across various sectors. However, leveraging domain-specific knowledge often requires automated too…