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Localized Instability and Attraction along Invariant Manifolds., and . SIAM J. Applied Dynamical Systems, 9 (2): 611-633 (2010)A sequential sampling strategy for extreme event statistics in nonlinear dynamical systems., and . CoRR, (2018)Analytical Description of Optimally Time-Dependent Modes for Reduced-Order Modeling of Transient Instabilities., and . SIAM J. Applied Dynamical Systems, 18 (2): 1143-1162 (2019)Blending Modified Gaussian Closure and Non-Gaussian Reduced Subspace Methods for Turbulent Dynamical Systems., and . J. Nonlinear Sci., 23 (6): 1039-1071 (2013)Sparse Methods for Automatic Relevance Determination., and . CoRR, (2020)Discovering and forecasting extreme events via active learning in neural operators., , , and . Nat. Comput. Sci., 2 (12): 823-833 (2022)Backpropagation algorithms and Reservoir Computing in Recurrent Neural Networks for the forecasting of complex spatiotemporal dynamics., , , , , , and . Neural Networks, (2020)Hybrid quadrature moment method for accurate and stable representation of non-Gaussian processes and their dynamics., , , and . CoRR, (2021)Active learning for optimal intervention design in causal models., , , , and . Nat. Mac. Intell., 5 (10): 1066-1075 (October 2023)Machine Learning Predictors of Extreme Events Occurring in Complex Dynamical Systems., and . Entropy, 21 (10): 925 (2019)