Quantum-Enhanced Weight Optimization for Neural Networks Using Grover's Algorithm

no code implementations • 20 Apr 2025 • Stefan-Alexandru Jura, Mihai Udrescu

As such, we design an instance of Grover's quantum search algorithm to accelerate the search for the optimal parameters of an NN during the training process, a task traditionally performed using the backpropagation algorithm with the gradient descent method.

Fractional dynamics foster deep learning of COPD stage prediction

1 code implementation • 13 Mar 2023 • Chenzhong Yin, Mihai Udrescu, Gaurav Gupta, Mingxi Cheng, Andrei Lihu, Lucretia Udrescu, Paul Bogdan, David M Mannino, Stefan Mihaicuta

The authors show that the fractional dynamic deep learning model (FDDLM) achieves a COPD prediction accuracy of 98. 66% and can serve as a robust alternative to spirometry.

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