“The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence”, 2020-02-14 (; backlinks; similar):
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.
[Turns out, scaling kept working…]