Riccardo Casciotti

INCREMENTAL LEARNING FOR AUDIO CLASSIFICATION WITH HEBBIAN DEEP NEURAL NETWORKS

The ability of humans for lifelong learning is an inspiration for deep learning methods and in particular for continual learning. In this work, we apply Hebbian learning, a biologically inspired learning process, to sound classification. We propose a kernel plasticity approach that selectively modul…