25 citations · 63 across the 13 of their papers we have counts for
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cs.LG2020★ 5 cited
On The Verification of Neural ODEs with Stochastic Guarantees
Sophie Gruenbacher, Ramin Hasani, Mathias Lechner +3
We show that Neural ODEs, an emerging class of time-continuous neural networks, can be verified by solving a set of global-optimization problems. For this purpose, we introduce Sto…
eess.SY2020★ 2 cited
Lagrangian Reachtubes: The Next Generation
Sophie Gruenbacher, Jacek Cyranka, Mathias Lechner +3
We introduce LRT-NG, a set of techniques and an associated toolset that computes a reachtube (an over-approximation of the set of reachable states over a given time horizon) of a n…