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The Role of Mathematical Reasoning in General Artificial Intelligence
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MATH-AI - ICLR 2021 Workshop on the Role of Mathematical Reasoning in General Artificial Intelligence Toggle navigation MATH-AI Call Speakers&Panelists Papers Schedule About MATH-AI The Role of Mathematical Reasoning in General Artificial Intelligence Overview The machine learning community in the past decade has greatly advanced methods for recognizing perceptual patterns (e.g., image recognition, object detection), thanks to advancements in neural network research. However, one defining property of advanced intelligence – reasoning – requires a much deeper understanding of the data beyond the perceptual level; it requires extraction of higher-level symbolic patterns or rules. Unfortunately, deep neural networks have not yet demonstrated the ability to succeed in reasoning. In this workshop, we focus on a particular kind of reasoning ability, namely, mathematical reasoning. Advanced mathematical reasoning is unique in human intelligence, and it is also a fundam...
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