Richard Küng (Linz): Scalable quantum-classical interfaces and their applications to learning in the quantum realm

Montag, 04. November 2024 17:45

Ort: Lise-Meitner-Hörsaal, Strudlhofgasse 4, 1. Stock

Large-scale quantum (computing) experiments do not work in isolation. Substantial classical computing power is required to control the architecture and process its results. This necessarily creates information-transmission bottlenecks at the interface between quantum and classical realms.
In this colloquium, I will present quantum-classical interfaces that address these information-transmission bottlenecks. Dubbed classical shadows (of quantum systems), these leverage frame theory and high-dimensional probability theory to obtain a succinct classical description of the underlying quantum system. These can then be used to efficiently predict many features of the quantum system in a streaming fashion. Building on these ideas, we also establish mathematically rigorous synergies between quantum experiments (to obtain data) and machine learning (to learn how to make predictions).

17:00 Get-together with snacks
17:30 VCQ Student Talk: Martin Mauser

Location:

Lise-Meitner-Hörsaal, Strudlhofgasse 4, 1. Stock

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