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koopman theory

11 papers

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dynamical system (6) deep learning (3) state prediction (2) nonlinear dynamics (2) time series forecasting (2) dynamic mode decomposition (1) quasi-periodic signal (1) koopman operator (1) graph neural network (1) linear encoding (1)

Papers

When Graph Neural Networks Meet Dynamic Mode Decomposition ICLR 2025 Efficient Dynamics Modeling in Interactive Environments with Koopman Theory ICLR 2024 Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs ICLR 2024 DLKoopman: A deep learning software package for Koopman theory L4DC 2023 Koopa: Learning Non-stationary Time Series Dynamics with Koopman Predictors NeurIPS 2023 Koopman Q-learning: Offline Reinforcement Learning via Symmetries of Dynamics ICML 2022 Physics-Informed Long-Sequence Forecasting From Multi-Resolution Spatiotemporal Data IJCAI 2022 From Fourier to Koopman: Spectral Methods for Long-term Time Series Prediction JMLR 2021 Online Learning and Control of Complex Dynamical Systems from Sensory Input NeurIPS 2021 Forecasting Sequential Data Using Consistent Koopman Autoencoders ICML 2020 Deep Dynamical Modeling and Control of Unsteady Fluid Flows NeurIPS 2018