| Deep signature transforms P Kidger, P Bonnier, I Perez Arribas, C Salvi, T Lyons Advances in Neural Information Processing Systems 32, 2019 | 136 | 2019 |
| Adapted topologies and higher rank signatures P Bonnier, C Liu, H Oberhauser The Annals of Applied Probability 33 (3), 2136-2175, 2023 | 18 | 2023 |
| Signature cumulants, ordered partitions, and independence of stochastic processes P Bonnier, H Oberhauser Bernoulli Society for Mathematical Statistics and Probability 26 (4), 2727-2757, 2020 | 15 | 2020 |
| Seq2tens: An efficient representation of sequences by low-rank tensor projections C Toth, P Bonnier, H Oberhauser International Conference on Learning Representations, (ICLR), 2020 | 13 | 2020 |
| Proper scoring rules, gradients, divergences, and entropies for paths and time series P Bonnier, H Oberhauser arXiv preprint arXiv:2111.06314, 2021 | 4 | 2021 |
| Kernelized Cumulants: Beyond Kernel Mean Embeddings P Bonnier, H Oberhauser, Z Szabó Spotlight, Advances in Neural Information Processing Systems 37 (NeurIPS), 2023 | 1 | 2023 |
| Applications of stochastic analysis and algebra to machine learning POM Bonnier University of Oxford, 2023 | | 2023 |
