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Learning Compositional Rules via Neural Program Synthesis

By Maxwell Nye and others
Many aspects of human reasoning, including language, require learning rules from very little data. Humans can do this, often learning systematic rules from very few examples, and combining these rules to form compositional rule-based systems. Current neural architectures, on the other hand, often fail to generalize in a compositional manner,... Show more
October 22, 2020
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Learning Compositional Rules via Neural Program Synthesis
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