Recent research in artificial intelligence and machine learning has largely emphasized general-purpose learning and ever-larger training sets and more and more compute. In contrast, I propose a hybrid, knowledge-driven, reasoning-based approach, centered around cognitive models, that could provide the substrate for a richer, more robust AI than is currently possible.
@article{arxiv.2002.06177,
title = {The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence},
author = {Gary Marcus},
journal= {arXiv preprint arXiv:2002.06177},
year = {2020}
}