In this talk, I will present a framework for simulating the real-time dynamics of quantum field theories (QFTs) using continuous-variable quantum computing (CVQC). Focusing on (1+1)-dimensional phi4 scalar field theory, the approach employs the Hamiltonian formalism to map the theory onto a spatial lattice, with fields represented as quantum harmonic oscillators. Measurement-based quantum...
We present a status report of our work on developing algorithms to use circuit based quantum computers to solve Quadratic Unconstrained Binary Optimization (QUBO) problems. The QUBO problems are from two practical use cases. The first example is the optimal placement of wind turbines within a windfarm to maximize the power production (arXiv:2312.13123). The second QUBO problem we investigated...
I provide an overview of quantum machine learning and its possible applications to experimental particle physics analysis tasks, highlighting work done by my research group. I cover reconstruction, anomaly detection, image processing, kernel methods and geometric learning.
