research
∙
05/10/2023
RECKONING: Reasoning through Dynamic Knowledge Encoding
Recent studies on transformer-based language models show that they can a...
share
research
∙
06/13/2021
Thinking Like Transformers
What is the computational model behind a Transformer? Where recurrent ne...
research
∙
01/20/2021
Synthesizing Context-free Grammars from Recurrent Neural Networks (Extended Version)
We present an algorithm for extracting a subclass of the context free gr...
research
∙
04/18/2020
A Formal Hierarchy of RNN Architectures
We develop a formal hierarchy of the expressive capacity of RNN architec...
research
∙
10/30/2019
Learning Deterministic Weighted Automata with Queries and Counterexamples
We present an algorithm for extraction of a probabilistic deterministic ...
research
∙
05/13/2018
