Quantum Kernels: A Comprehensive Analysis of Theory, Application, and the Pursuit of Advantage

Section 1: The Kernel Trick in Classical and Quantum Regimes 1.1 The Principle of Classical Kernel Methods and the SVM At the core of many powerful supervised machine learning algorithms Read More …

Quantum Reservoir Computing: Harnessing Quantum Dynamics for Temporal Information Processing

Abstract This report provides an exhaustive analysis of Quantum Reservoir Computing (QRC), a hybrid quantum-classical machine learning paradigm poised to address complex temporal information processing tasks. We begin by establishing Read More …