{"total":26,"rows":[{"id":"2305.16274","title":"Non-adversarial training of Neural SDEs with signature kernel scores","created":"2023-05-25","cited_by_count":37,"area":null},{"id":"2303.17671","title":"Neural signature kernels as infinite-width-depth-limits of controlled ResNets","created":"2023-03-30","cited_by_count":25,"area":null},{"id":"2402.18477","title":"Signature Kernel Conditional Independence Tests in Causal Discovery for Stochastic Processes","created":"2024-02-28","cited_by_count":18,"area":null},{"id":"2505.17761","title":"Structured Linear CDEs: Maximally Expressive and Parallel-in-Time Sequence Models","created":"2025-05-23","cited_by_count":18,"area":null},{"id":"2405.20799","title":"Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching","created":"2024-05-31","cited_by_count":16,"area":null},{"id":"2404.06583","title":"Lecture notes on rough paths and applications to machine learning","created":"2024-04-09","cited_by_count":14,"area":null},{"id":"2302.04586","title":"New directions in the applications of rough path theory","created":"2023-02-09","cited_by_count":12,"area":null},{"id":"2405.13587","title":"Exact Gradients for Stochastic Spiking Neural Networks Driven by Rough Signals","created":"2024-05-22","cited_by_count":9,"area":null},{"id":"2305.04625","title":"The Signature Kernel","created":"2023-05-08","cited_by_count":8,"area":null},{"id":"2401.17077","title":"Dynamical Survival Analysis with Controlled Latent States","created":"2024-01-30","cited_by_count":7,"area":null},{"id":"2412.08579","title":"Sparse Signature Coefficient Recovery via Kernels","created":"2024-12-11","cited_by_count":6,"area":null},{"id":"2509.10613","title":"pySigLib -- Fast Signature-Based Computations on CPU and GPU","created":"2025-09-12","cited_by_count":6,"area":null},{"id":"2504.00492","title":"ParallelFlow: Parallelizing Linear Transformers via Flow Discretization","created":"2025-04-01","cited_by_count":4,"area":null},{"id":"2206.04552","title":"A Fourier representation of kernel Stein discrepancy with application to Goodness-of-Fit tests for measures on infinite dimensional Hilbert spaces","created":"2022-06-09","cited_by_count":3,"area":null},{"id":"2405.14913","title":"High Rank Path Development: an approach of learning the filtration of stochastic processes","created":"2024-05-23","cited_by_count":3,"area":null},{"id":"2506.01718","title":"Signature Maximum Mean Discrepancy Two-Sample Statistical Tests","created":"2025-06-02","cited_by_count":3,"area":null},{"id":"2306.15835","title":"Non-parametric online market regime detection and regime clustering for multidimensional and path-dependent data structures","created":"2023-06-27","cited_by_count":2,"area":null},{"id":"2407.11873","title":"Infinite-dimensional Mahalanobis Distance with Applications to Kernelized Novelty Detection","created":"2024-07-16","cited_by_count":1,"area":null},{"id":"2509.20599","title":"Explicit and Effectively Symmetric Schemes for Neural SDEs on Lie Groups","created":"2025-09-24","cited_by_count":1,"area":null},{"id":"2606.05138","title":"Generating Financial Time Series by Matching Random Convolutional Features","created":"2026-06-03","cited_by_count":1,"area":null},{"id":"2304.13131","title":"Directed Chain Generative Adversarial Networks","created":"2023-04-25","cited_by_count":0,"area":null},{"id":"2404.02926","title":"Log-PDE Methods for Rough Signature Kernels","created":"2024-04-01","cited_by_count":0,"area":null},{"id":"2410.09196","title":"Scalable Signature-Based Distribution Regression via Reference Sets","created":"2024-10-11","cited_by_count":0,"area":null},{"id":"2507.12843","title":"Are Two Datasets Close Enough With Statistical Significance? A Kernel Distributional Closeness Testing Approach","created":"2025-07-17","cited_by_count":0,"area":null},{"id":"2512.03243","title":"Novelty detection on path space","created":"2025-12-02","cited_by_count":0,"area":null},{"id":"2512.23670","title":"Random Controlled Differential Equations","created":"2025-12-29","cited_by_count":0,"area":null}],"next_cursor":null}