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cond-mat.str-el2019
Deep Learning-Enhanced Variational Monte Carlo Method for Quantum Many-Body Physics
Li Yang, Zhaoqi Leng, Guangyuan Yu +3
Artificial neural networks have been successfully incorporated into variational Monte Carlo method (VMC) to study quantum many-body systems. However, there have been few systematic…
cs.LG2019★ 10 cited
Representing Formal Languages: A Comparison Between Finite Automata and Recurrent Neural Networks
Joshua J. Michalenko, Ameesh Shah, Abhinav Verma +3
We investigate the internal representations that a recurrent neural network (RNN) uses while learning to recognize a regular formal language. Specifically, we train a RNN on positi…