Hamiltonian Neural Networks

• Reliability analysis of complex systems using subset simulations with Hamiltonian Neural Networks

  2024 Structural Safety article Decision Sciences Probabilistic and Robust Engineering Design Open access

  24

  citations
• Learning Hybrid Dynamics Models with Simulator-Informed Latent States

  2024 Proceedings of the AAAI Conference on Artificial Intelligence conference-paper Engineering Control Systems and Identification Open access

  2

  citations
• A hybrid approach for solving the gravitational N-body problem with Artificial Neural Networks

  2023 Journal of Computational Physics article Physics and Astronomy Model Reduction and Neural Networks Open access

  7

  citations
• Neural Symplectic Integrator with Hamiltonian Inductive Bias for the Gravitational $N$-body Problem

  2021 arXiv (Cornell University) preprint Mathematics Numerical methods for differential equations Open access

  1

  citations
• Structured learning of rigid‐body dynamics: A survey and unified view from a robotics perspective

  2021 GAMM-Mitteilungen article Computer Science Reinforcement Learning in Robotics Open access

  25

  citations
• Sparsely constrained neural networks for model discovery of PDEs

  2020 arXiv (Cornell University) preprint Physics and Astronomy Model Reduction and Neural Networks Open access

  7

  citations

6 results