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online learning 1ordinary differential equations 1rough signals 1signature kernels 1single trajectory forcing 1

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math.NA2026

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

Munawar Ali, Qi Feng, Charlie Pyle +1

The paper introduces a branched signature kernel method for solving linear and nonlinear ODEs driven by a single, possibly rough, forcing trajectory, using a count‑sampling scheme…