The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence

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The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence Gary Marcus Robust AI 17 February 2020 Abstract 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. THE NEXT DECADE IN AI / GARY MARCUS 2 Table of Contents 1. Towards robust artificial intelligence 3 2. A hybrid, knowledge -driven, cognitive -model -based approach 8 2.1. Hybrid architecture 14 2.2. Large -scale knowledge, some of which is abstract and causal 24 2.3. Reasoning 36 2.4. Cognitive models 40 3. Discussion 47 3.1. Towards an intelligence framed around endu...

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• [1] https://arxiv.org/abs/2002.06177