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cs.LG2021★ 2 cited
Adversarially Robust Stability Certificates can be Sample-Efficient
Thomas T. C. K. Zhang, Stephen Tu, Nicholas M. Boffi +2
Motivated by bridging the simulation to reality gap in the context of safety-critical systems, we consider learning adversarially robust stability certificates for unknown nonlinea…
cs.LG2020
The role of optimization geometry in single neuron learning
Nicholas M. Boffi, Stephen Tu, Jean-Jacques E. Slotine
Recent numerical experiments have demonstrated that the choice of optimization geometry used during training can impact generalization performance when learning expressive nonlinea…