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hamiltonian system

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dynamical system (5) neural network (4) symplectic integration (2) energy conservation (2) recurrent neural network (2) symplectic solver (1) velocity verlet (1) long dependency (1) symplectic structure (1) invertible network (1)

Papers

Lie Group Forced Variational Integrator Networks for Learning and Control of Robot Systems L4DC 2023 Hyperverlet: A Symplectic Hypersolver for Hamiltonian Systems AAAI 2022 Stiffness-aware neural network for learning Hamiltonian systems ICLR 2022 Nonseparable Symplectic Neural Networks ICLR 2021 UnICORNN: A recurrent model for learning very long time dependencies ICML 2021 Conformal Symplectic and Relativistic Optimization NeurIPS 2020 Sparse Symplectically Integrated Neural Networks NeurIPS 2020 Symplectic Recurrent Neural Networks ICLR 2020 Weak Form Generalized Hamiltonian Learning NeurIPS 2020