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04/25/2023
Nondeterministic Stacks in Neural Networks
Human language is full of compositional syntactic structures, and althou...
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10/13/2022
Algorithms for Weighted Pushdown Automata
Weighted pushdown automata (WPDAs) are at the core of many natural langu...
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10/04/2022
The Surprising Computational Power of Nondeterministic Stack RNNs
Traditional recurrent neural networks (RNNs) have a fixed, finite number...
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09/05/2021
Learning Hierarchical Structures with Differentiable Nondeterministic Stacks
Learning hierarchical structures in sequential data – from simple algori...
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10/09/2020
Learning Context-Free Languages with Nondeterministic Stack RNNs
We present a differentiable stack data structure that simultaneously and...
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10/16/2019