AUTHOR=El Srouji Luis , Abdelghany Mahmoud , Ambethkar Hari Rakul , Lee Yun-Jhu , Berkay On Mehmet , Yoo S. J. Ben TITLE=Perspective: an optoelectronic future for heterogeneous, dendritic computing JOURNAL=Frontiers in Neuroscience VOLUME=18 YEAR=2024 URL=https://www.frontiersin.org/journals/neuroscience/articles/10.3389/fnins.2024.1394271 DOI=10.3389/fnins.2024.1394271 ISSN=1662-453X ABSTRACT=

With the increasing number of applications reliant on large neural network models, the pursuit of more suitable computing architectures is becoming increasingly relevant. Progress toward co-integrated silicon photonic and CMOS circuits provides new opportunities for computing architectures with high bandwidth optical networks and high-speed computing. In this paper, we discuss trends in neuromorphic computing architecture and outline an optoelectronic future for heterogeneous, dendritic neuromorphic computing.