Zeyad Emam

End-to-end Algorithm Synthesis with Recurrent Networks: Extrapolation without Overthinking

Machine learning systems perform well on pattern matching tasks, but their ability to perform algorithmic or logical reasoning is not well understood. One important reasoning capability is algorithmic extrapolation, in which models trained only on small/simple reasoning problems can synthesize compl…