Quantum

A quantum algorithm for the sub-graph isomorphism problem.

Subgraph isomorphism

QCE 2020

Quantum Finance

Quantum Machine Learning

We now know that quantum computers have the potential to boost the performance of machine learning systems, and may eventually power efforts in fields from drug discovery to fraud detection. We're doing foundational research in quantum ML to power tomorrow’s smart quantum algorithms.

Few datasets are as complex as those in finance, and quantum computing could reveal hidden patterns in complex data. We’re developing algorithms to reveal once-invisible dynamic arbitrage opportunities, better react to volatility, and serve other crucial unmet needs in the financial sector. 

Our research explores decentralization as we build trusted and highly scalable systems for cross-enterprise collaboration and decentralized identity. We’re using similar approaches to verify business asset exchanges (such as the central bank digital currency concept), as well as optimizing supply chains.


Trusted Decentralized Systems

Leveraging decentralization to enable cross-enterprise identity, business asset exchange and optimized supply chains.

Quantum advantage requires innovation at every layer of the quantum stack. Our software team works alongside the hardware developers to build an expansive library of quantum circuits and to create programming tools so that anyone can develop their own quantum software.

Quantum Circuits and Software

Quantum computing represents a paradigm shift in the types of problems we can solve. Getting it right requires deep understanding of the underlying theory. We’re exploring the fundamentals of quantum science, from entanglement and superposition to the development of novel quantum algorithms. 

Quantum Information Science

An open-source framework that contains uncertainty components for stock/securities problems, Ising translators for portfolio optimizations and data providers to source real or random data to finance experiments.

Quantum Finance

Projects

Subgraph isomorphism

Publications

Tools + code

Qiskit Finance

Related topics

Trusted Decentralized Systems

Quantum Circuits and Software

Quantum Information Science

Quantum Machine Learning