Stable Encoding of Finite-State Machines in Discrete-Time Recurrent Neural Nets with Sigmoid Units
Author:
Affiliation:
1. Departament de Llenguatges i Sistemes Informàtics, Universitat d'Alacant, E-03071 Alacant, Spain
2. Departament de Ciències Experimentals i Tecnologia, Universitat Miguel Hernàndez, E-03202 Elx, Spain
Abstract
Publisher
MIT Press - Journals
Subject
Cognitive Neuroscience,Arts and Humanities (miscellaneous)
Link
https://www.mitpressjournals.org/doi/pdf/10.1162/089976600300015097
Reference34 articles.
1. Efficient simulation of finite automata by neural nets
2. An Algebraic Framework to Represent Finite State Machines in Single-Layer Recurrent Neural Networks
3. Learning long-term dependencies with gradient descent is difficult
4. Analysis of Dynamical Recognizers
5. The Dynamics of Discrete-Time Computation, with Application to Recurrent Neural Networks and Finite State Machine Extraction
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