{"total":15,"rows":[{"id":"2206.14674","title":"Signature Methods in Machine Learning","created":"2022-06-29","cited_by_count":34,"area":null},{"id":"2105.04211","title":"SigGPDE: Scaling Sparse Gaussian Processes on Sequential Data","created":"2021-05-10","cited_by_count":22,"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":"2406.17890","title":"SigKAN: Signature-Weighted Kolmogorov-Arnold Networks for Time Series","created":"2024-06-25","cited_by_count":13,"area":null},{"id":"2110.13008","title":"Logsig-RNN: a novel network for robust and efficient skeleton-based action recognition","created":"2021-10-25","cited_by_count":11,"area":null},{"id":"2204.00740","title":"Path Development Network with Finite-dimensional Lie Group Representation","created":"2022-04-02","cited_by_count":8,"area":null},{"id":"2108.05879","title":"Feature Engineering with Regularity Structures","created":"2021-08-12","cited_by_count":7,"area":null},{"id":"2402.14892","title":"Novelty Detection on Radio Astronomy Data using Signatures","created":"2024-02-22","cited_by_count":4,"area":null},{"id":"2508.02759","title":"Hedging with memory: shallow and deep learning with signatures","created":"2025-08-03","cited_by_count":3,"area":null},{"id":"2312.03523","title":"Sig-Networks Toolkit: Signature Networks for Longitudinal Language Modelling","created":"2023-12-06","cited_by_count":2,"area":null},{"id":"2409.04982","title":"2DSig-Detect: a semi-supervised framework for anomaly detection on image data using 2D-signatures","created":"2024-09-08","cited_by_count":1,"area":null},{"id":"2410.23297","title":"Clustering Digital Assets Using Path Signatures: Application to Portfolio Construction","created":"2024-10-15","cited_by_count":1,"area":null},{"id":"2511.08855","title":"Path Signatures Enable Model-Free Mapping of RNA Modifications","created":"2025-11-12","cited_by_count":1,"area":null},{"id":"2605.30213","title":"Faithful Embeddings of Irregular and Asynchronous Data for Online Log-NCDEs","created":"2026-05-28","cited_by_count":0,"area":null},{"id":"2607.06652","title":"From Jumps to Signatures: a Generative Method for Temporal Point Processes","created":"2026-07-07","cited_by_count":0,"area":null}],"next_cursor":null}