Kipu Quantum Demonstrates Quantum-Enhanced Feature Mapping for Industrial Machine Learning Using D-Wave Advantage 2
Mohamed Abdel-Kareem2025-03-28T11:22:39-07:00Kipu Quantum has demonstrated the practical utility of quantum feature mapping for enhancing classical machine learning models in industrial domains such as drug toxicity prediction and medical diagnostics. The method leverages quantum quench dynamics on D-Wave's Advantage 2 hardware, encoding classical data into complex spin-glass Hamiltonians and evolving them into entangled quantum states. These states are used as feature representations, boosting model accuracy beyond classical baselines. In tests involving over 200 qubits, the approach yielded a 41% AUC (Area under the Curve) improvement in molecular toxicity classification and an 85.9% increase in recall for predicting complications from myocardial infarction, demonstrating quantum [...]