Salvi, Cristopher

14 publications

ICLR 2025 SigDiffusions: Score-Based Diffusion Models for Time Series via Log-Signature Embeddings Barbora Barancikova, Zhuoyue Huang, Cristopher Salvi

ICLR 2025 Signature Kernel Conditional Independence Tests in Causal Discovery for Stochastic Processes Georg Manten, Cecilia Casolo, Emilio Ferrucci, Søren Wengel Mogensen, Cristopher Salvi, Niki Kilbertus

NeurIPS 2025 Structured Linear CDEs: Maximally Expressive and Parallel-in-Time Sequence Models Benjamin Walker, Lingyi Yang, Nicola Muca Cirone, Cristopher Salvi, Terry Lyons

NeurIPS 2024 Exact Gradients for Stochastic Spiking Neural Networks Driven by Rough Signals Christian Holberg, Cristopher Salvi

NeurIPS 2024 Theoretical Foundations of Deep Selective State-Space Models Nicola Muca Cirone, Antonio Orvieto, Benjamin Walker, Cristopher Salvi, Terry Lyons

ICMLW 2023 A Neural RDE Approach for Continuous-Time Non-Markovian Stochastic Control Problems Melker Höglund, Emilio Ferrucci, Camilo Hernández, Aitor Muguruza Gonzalez, Cristopher Salvi, Leandro Sánchez-Betancourt, Yufei Zhang

ICML 2023 Neural Signature Kernels as Infinite-Width-Depth-Limits of Controlled ResNets Nicola Muca Cirone, Maud Lemercier, Cristopher Salvi

NeurIPS 2023 Non-Adversarial Training of Neural SDEs with Signature Kernel Scores Zacharia Issa, Blanka Horvath, Maud Lemercier, Cristopher Salvi

NeurIPS 2022 Neural Stochastic PDEs: Resolution-Invariant Learning of Continuous Spatiotemporal Dynamics Cristopher Salvi, Maud Lemercier, Andris Gerasimovics

AISTATS 2021 Distribution Regression for Sequential Data Maud Lemercier, Cristopher Salvi, Theodoros Damoulas, Edwin Bonilla, Terry Lyons

NeurIPS 2021 Higher Order Kernel Mean Embeddings to Capture Filtrations of Stochastic Processes Cristopher Salvi, Maud Lemercier, Chong Liu, Blanka Horvath, Theodoros Damoulas, Terry Lyons

ICML 2021 Neural Rough Differential Equations for Long Time Series James Morrill, Cristopher Salvi, Patrick Kidger, James Foster

ICML 2021 SigGPDE: Scaling Sparse Gaussian Processes on Sequential Data Maud Lemercier, Cristopher Salvi, Thomas Cass, Edwin V. Bonilla, Theodoros Damoulas, Terry J Lyons

NeurIPS 2019 Deep Signature Transforms Patrick Kidger, Patric Bonnier, Imanol Perez Arribas, Cristopher Salvi, Terry Lyons