360 citations · 2.7k across the 150 of their papers we have counts for
Showing 2017 · cs.FLShow all
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cs.FL2017★ 10 cited
Singular value automata and approximate minimization
Borja Balle, Prakash Panangaden, Doina Precup
The present paper uses spectral theory of linear operators to construct approximately minimal realizations of weighted languages. Our new contributions are: (i) a new algorithm for…
cs.FL2017★ 1 cited
Neural Network Based Nonlinear Weighted Finite Automata
Tianyu Li, Guillaume Rabusseau, Doina Precup
Weighted finite automata (WFA) can expressively model functions defined over strings but are inherently linear models. Given the recent successes of nonlinear models in machine lea…