Quantum Theory

Quantum theory, at its core, seeks to understand the fundamental laws governing the universe at the smallest scales. Current research focuses on leveraging quantum principles within classical computing frameworks, particularly through quantum-inspired machine learning models such as neural controlled differential equations and quantum-inspired deep learning architectures incorporating techniques like tensor networks and quantum complex numbers. This interdisciplinary field is yielding improvements in diverse applications, including financial forecasting, sentiment analysis, and even privacy-preserving image processing, by offering novel approaches to complex computational problems.

Papers