47 citations · 305 across the 34 of their papers we have counts for
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cs.LG2021★ 2 cited
Temporal-Difference Value Estimation via Uncertainty-Guided Soft Updates
Litian Liang, Yaosheng Xu, Stephen McAleer +4
Temporal-Difference (TD) learning methods, such as Q-Learning, have proven effective at learning a policy to perform control tasks. One issue with methods like Q-Learning is that t…
cs.LG2021★ 47 cited
Deep Learning Enhanced Dynamic Mode Decomposition
Daniel J. Alford-Lago, Christopher W. Curtis, Alexander T. Ihler +1
Koopman operator theory shows how nonlinear dynamical systems can be represented as an infinite-dimensional, linear operator acting on a Hilbert space of observables of the system.…