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symplectic form

2 papers

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differential 1-form (1) exterior derivative (1) symplectic momentum neural network (1) variational integrator (1) discrete mechanics (1) neural network (1) physics prior (1) hamiltonian equation (1) dynamical system (1) deep learning (1)

Papers

Symplectic Momentum Neural Networks - Using Discrete Variational Mechanics as a prior in Deep Learning L4DC 2022 Neural Symplectic Form: Learning Hamiltonian Equations on General Coordinate Systems NeurIPS 2021