What can neural networks reason about?

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I gave two talks summarizing the ICLR 2020 paper What Can Neural Networks Reason About?. This paper proposes a theoretical framework to understand the role of inductive biases on the ability of neural networks to reason about problems which have algorithmic solutions. Slides available: