Symplectic Momentum Neural Networks -- Using Discrete Variational Mechanics as a prior in Deep Learning

20 January 2022

Papers citing "Symplectic Momentum Neural Networks -- Using Discrete Variational Mechanics as a prior in Deep Learning"

5 / 5 papers shown

Title
Discrete Lagrangian Neural Networks with Automatic Symmetry Discovery Yana Lishkova P. Scherer Steffen Ridderbusch M. Jamnik Pietro Lio' Sina Ober-Blobaum Christian Offen PINN 70 7 0 28 Jan 2025
Lie Group Forced Variational Integrator Networks for Learning and Control of Robot Systems Valentin Duruisseaux T. Duong Melvin Leok Nikolay A. Atanasov DRL AI4CE 18 12 0 29 Nov 2022
Approximation of nearly-periodic symplectic maps via structure-preserving neural networks Valentin Duruisseaux J. Burby Q. Tang 30 11 0 11 Oct 2022
Lagrangian Neural Networks M. Cranmer S. Greydanus Stephan Hoyer Peter W. Battaglia D. Spergel S. Ho PINN 130 424 0 10 Mar 2020
Symplectic Recurrent Neural Networks Zhengdao Chen Jianyu Zhang Martín Arjovsky Léon Bottou 146 219 0 29 Sep 2019