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.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…
cs.NE2024
Towards Physical Plausibility in Neuroevolution Systems
Gabriel Cortês, Nuno Lourenço, Penousal Machado
The increasing usage of Artificial Intelligence (AI) models, especially Deep Neural Networks (DNNs), is increasing the power consumption during training and inference, posing envir…