Rough paths, kernels, differential equations and an algebra of functions on streams by Salvi, C

Neural stochastic PDEs: resolution-invariant learning of continuous spatiotemporal dynamics by Salvi, C, Lemercier, M, Gerasimovičs, A

New directions in the applications of rough path theory by Fermanian, A, Lyons, T, Morrill, J, Salvi, C

Distribution regression for sequential data by Lemercier, M, Salvi, C, Damoulas, T, Bonilla, EV, Lyons, T

Non-adversarial training of neural SDEs with signature kernel scores by Issa, Z, Horvath, B, Lemercier, M, Salvi, C

The signature kernel is the solution of a Goursat PDE by Salvi, C, Cass, T, Foster, J, Lyons, T, Yang, W

The signature kernel is the solution of a Goursat PDE by Salvi, C, Cass, T, Foster, J, Lyons, T, Yang, W

Distribution regression for sequential data by Lemercier, M, Salvi, C, Damoulas, T, Bonilla, EV, Lyons, T

A structure theorem for streamed information by Salvi, C, Diehl, J, Lyons, T, Preiss, R, Reizenstein, J

Neural rough differential equations for long time series by Morrill, J, Salvi, C, Kidger, P, Foster, J, Lyons, T

A structure theorem for streamed information by Salvi, C, Diehl, J, Lyons, T, Preiss, R, Reizenstein, J

Neural rough differential equations for long time series by Morrill, J, Salvi, C, Kidger, P, Foster, J, Lyons, T

SigGPDE: scaling sparse Gaussian Processes on sequential data by Lemercier, M, Salvi, C, Cass, T, Bonilla, EV, Damonlas, T, Lyons, T

SigGPDE: scaling sparse Gaussian Processes on sequential data by Lemercier, M, Salvi, C, Cass, T, Bonilla, EV, Damoulas, T, Lyons, T

Optimal stopping via distribution regression: a higher rank signature approach by Horvath, B, Lemercier, M, Liu, C, Lyons, T, Salvi, C

SK-Tree: a systematic malware detection algorithm on streaming trees via the signature kernel by Cochrane, T, Foster, P, Chhabra, V, Lemercier, M, Lyons, T, Salvi, C

Higher order kernel mean embeddings to capture filtrations of stochastic processes by Salvi, C, Lemercier, M, Liu, C, Horvath, B, Damoulas, T, Lyons, T

Deep signature transforms by Bonnier, P, Kidger, P, Perez Arribas, I, Salvi, C, Lyons, T

SK-Tree: a systematic malware detection algorithm on streaming trees via the signature kernel by Cochrane, T, Foster, P, Chhabra, V, Lemercier, M, Lyons, T, Salvi, C

Higher order kernel mean embeddings to capture filtrations of stochastic processes by Salvi, C, Lemercier, M, Liu, C, Hovarth, B, Damoulas, T, Lyons, T