Search Results for author: Raban Iten

Found 4 papers, 4 papers with code

Operationally meaningful representations of physical systems in neural networks

2 code implementations2 Jan 2020 Hendrik Poulsen Nautrup, Tony Metger, Raban Iten, Sofiene Jerbi, Lea M. Trenkwalder, Henrik Wilming, Hans J. Briegel, Renato Renner

To make progress in science, we often build abstract representations of physical systems that meaningfully encode information about the systems.

Representation Learning

Exact and practical pattern matching for quantum circuit optimization

1 code implementation11 Sep 2019 Raban Iten, Romain Moyard, Tony Metger, David Sutter, Stefan Woerner

An important building block for many quantum circuit optimization techniques is pattern matching, where given a large and a small quantum circuit, we are interested in finding all maximal matches of the small circuit, called pattern, in the large circuit, considering pairwise commutation of quantum gates.

Quantum Physics Data Structures and Algorithms

Introduction to UniversalQCompiler

1 code implementation1 Apr 2019 Raban Iten, Oliver Reardon-Smith, Luca Mondada, Ethan Redmond, Ravjot Singh Kohli, Roger Colbeck

A 93, 032318 (2016), and hence, for generic operations, they are near optimal in terms of the number of gates required.

Quantum Physics Emerging Technologies

Discovering physical concepts with neural networks

6 code implementations26 Jul 2018 Raban Iten, Tony Metger, Henrik Wilming, Lidia del Rio, Renato Renner

Despite the success of neural networks at solving concrete physics problems, their use as a general-purpose tool for scientific discovery is still in its infancy.

Representation Learning Time Series Analysis

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