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Elena Orlova

2 accepted papers

2023

Training neural operators to preserve invariant measures of chaotic attractors

NeurIPS 2023poster

Chaotic systems make long-horizon forecasts difficult because small perturbations in initial conditions cause trajectories to diverge at an exponential rate. In this setting, neural operators trained to minimize squared error losses, while capable of accurate short-term forecasts, often fail to repr…