conftrace_

signature kernel

8 papers

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Co-occurring keywords

sequential datum (72) gaussian process (1200) kernel methods (1097) generative model (2892) sparse approximation (76) time series (435) variational inference (2069) rough path theory (6) gradient-based training (7) distribution regression (12)

Papers

Exact Gradients for Stochastic Spiking Neural Networks Driven by Rough Signals NIPS 2024
Neural signature kernels as infinite-width-depth-limits of controlled ResNets ICML 2023
Non-adversarial training of Neural SDEs with signature kernel scores NIPS 2023
Signature Moments to Characterize Laws of Stochastic Processes JMLR 2022
Amortised Likelihood-free Inference for Expensive Time-series Simulators with Signatured Ratio Estimation AISTATS 2022
Distribution Regression for Sequential Data AISTATS 2021
SigGPDE: Scaling Sparse Gaussian Processes on Sequential Data ICML 2021
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances ICML 2020