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20242026
most citedConstrained Exploration via Reflected Replica Exchange Stochastic Gradient Langevin Dynamics

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math.NA2026

Branched Signature Kernel Solvers for ODEs with rough Single-Trajectory signals

Munawar Ali, Qi Feng, Charlie Pyle +1

We develop a branched signature kernel solver for linear and nonlinear ordinary differential equations driven by a \emph{single observed trajectory} of a possibly rough forcing sig…