no code implementations • 1 May 2024 • Enrico Lopedoto, Maksim Shekhunov, Vitaly Aksenov, Kizito Salako, Tillman Weyde
Our regularizer, called DLoss, penalises differences between the model's derivatives and derivatives of the data generating function as estimated from the training data.
no code implementations • 19 Aug 2020 • Xingyu Zhao, Kizito Salako, Lorenzo Strigini, Valentin Robu, David Flynn
Context: Demonstrating high reliability and safety for safety-critical systems (SCSs) remains a hard problem.
no code implementations • 19 Aug 2019 • Xingyu Zhao, Valentin Robu, David Flynn, Kizito Salako, Lorenzo Strigini
There is an urgent societal need to assess whether autonomous vehicles (AVs) are safe enough.