Quantum

QCE 2020

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.

Quantum Machine Learning

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. 

Quantum Finance

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

Tools + code

Qiskit Finance

Publications

Efficient State Preparation for Quantum Amplitude Estimation

Quantum-Enhanced Simulation-Based Optimization

Option pricing using quantum computers

Improving variational quantum optimization using CVaR

Credit Risk Analysis using Quantum Computers

Related teams

Trusted Decentralized Systems

Quantum Circuits and Software

Quantum Information Science

Quantum Machine Learning