no code implementations • 18 Jan 2024 • Dominik Seitz, Niklas Heim, João P. Moutinho, Roland Guichard, Vytautas Abramavicius, Aleksander Wennersteen, Gert-Jan Both, Anton Quelle, Caroline de Groot, Gergana V. Velikova, Vincent E. Elfving, Mario Dagrada
Digital-analog quantum computing (DAQC) is an alternative paradigm for universal quantum computation combining digital single-qubit gates with global analog operations acting on a register of interacting qubits.
no code implementations • 11 Nov 2021 • Niklas Heim, Atiyo Ghosh, Oleksandr Kyriienko, Vincent E. Elfving
One of the most promising general approaches is based on recent developments in the field of scientific machine learning for solving PDEs.
4 code implementations • NeurIPS 2020 • Niklas Heim, Tomáš Pevný, Václav Šmídl
Conventional Neural Networks can approximate simple arithmetic operations, but fail to generalize beyond the range of numbers that were seen during training.
no code implementations • 2 Dec 2019 • Niklas Heim, Václav Šmídl, Tomáš Pevný
We aim to identify the generating, ordinary differential equation (ODE) from a set of trajectories of a partially observed system.
1 code implementation • 2 Sep 2019 • Niklas Heim, James E. Avery
This work builds an automated anomaly detection method for chaotic time series, and more concretely for turbulent, high-dimensional, ocean simulations.