Neural signature kernels as infinite-width-depth-limits of controlled
ResNetsInternational Conference on Machine Learning (ICML), 2023 |
Asymptotic Stability in Reservoir ComputingIEEE International Joint Conference on Neural Network (IJCNN), 2022 |
Beyond accuracy: generalization properties of bio-plausible temporal
credit assignment rulesNeural Information Processing Systems (NeurIPS), 2022 |
A Framework for Machine Learning of Model Error in Dynamical SystemsCommunications of the American Mathematical Society (Comm. Amer. Math. Soc.), 2021 |
SpaRCe: Improved Learning of Reservoir Computing Systems through Sparse
RepresentationsIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019 |