Interests

• Integrating physical models into machine learning algorithms

• Discrete and continouos symmetries of loss landscapes

• Lagrangian and multi-particle learning dynamics

• Unitary neural networks

• Generative models

• Uncertainty quantification in neural network predictions

• Semi-supervised and transfer learning