conftrace_

signature method

5 papers

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Co-occurring keywords

kernel methods (1097) sequential datum (72) time series (435) distribution regression (12) expected signature (1) risk prediction (55) controlled differential equation (11) path signature (5) continuous-time representation (5) sparse observation (12)

Papers

Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching NIPS 2024
Learning the Dynamics of Sparsely Observed Interacting Systems ICML 2023
Distribution Regression for Sequential Data AISTATS 2021
Framing RNN as a kernel method: A neural ODE approach NIPS 2021
An efficient representation of chronological events in medical texts EMNLP 2020