Search Results for author: Niklas Heim

Found 5 papers, 2 papers with code

Qadence: a differentiable interface for digital-analog programs

no code implementations18 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.

Quantum Model-Discovery

no code implementations11 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.

BIG-bench Machine Learning Model Discovery +1

Neural Power Units

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.

Rodent: Relevance determination in differential equations

no code implementations2 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.

Adaptive Anomaly Detection in Chaotic Time Series with a Spatially Aware Echo State Network

1 code implementation2 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.

Anomaly Detection Time Series +1

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