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20182025
most citedDepth separation for reduced deep networks in nonlinear model reduction: Distilling shock waves in nonlinear hyperbolic problems

11 citations · 21 across the 12 of their papers we have counts for

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2 papers · 1 filter

math.OC2025

An adaptive data sampling strategy for stabilizing dynamical systems via controller inference

Steffen W. R. Werner, Benjamin Peherstorfer

Learning stabilizing controllers from data is an important task in engineering applications; however, collecting informative data is challenging because unstable systems often lead…

math.OC2024

System stabilization with policy optimization on unstable latent manifolds

Steffen W. R. Werner, Benjamin Peherstorfer

Stability is a basic requirement when studying the behavior of dynamical systems. However, stabilizing dynamical systems via reinforcement learning is challenging because only litt…