Quantum feedback control with a transformer neural network architecture. - Pranav Vaidhyanathan; Florian Marquardt; Mark T. Mitchison; Natalia Ares (CoRR, 2024)

MetaSym: A Symplectic Meta-learning Framework for Physical Intelligence. - Pranav Vaidhyanathan; Aristotelis Papatheodorou; Mark T. Mitchison; Natalia Ares; Ioannis Havoutis (CoRR, 2025)

Meta-learning characteristics and dynamics of quantum systems. - Lucas Schorling; Pranav Vaidhyanathan; Jonas Schuff; Miguel J. Carballido; Dominik M. Zumbühl; Gerard Milburn; Florian Marquardt; Jakob N. Foerster; Michael A. Osborne; Natalia Ares (CoRR, 2025)

A Physics-Inspired Optimizer: Velocity Regularized Adam. - Pranav Vaidhyanathan; Lucas Schorling; Natalia Ares; Michael A. Osborne (CoRR, 2025)

Learning Physical Systems: Symplectification via Gauge Fixing in Dirac Structures. - Aristotelis Papatheodorou; Pranav Vaidhyanathan; Natalia Ares; Ioannis Havoutis (CoRR, 2025)