3 papers
cs.NE2022
Novelty Driven Evolutionary Neural Architecture Search
Nilotpal Sinha, Kuan-Wen Chen
Evolutionary algorithms (EA) based neural architecture search (NAS) involves evaluating each architecture by training it from scratch, which is extremely time-consuming. This can b…
cs.NE2022
Neural Architecture Search using Progressive Evolution
Nilotpal Sinha, Kuan-Wen Chen
Vanilla neural architecture search using evolutionary algorithms (EA) involves evaluating each architecture by training it from scratch, which is extremely time-consuming. This can…
cs.NE2021
Neural Architecture Search using Covariance Matrix Adaptation Evolution Strategy
Nilotpal Sinha, Kuan-Wen Chen
Evolution-based neural architecture search requires high computational resources, resulting in long search time. In this work, we propose a framework of applying the Covariance Mat…