2 papers
quant-ph2025
Assessing the Advantages and Limitations of Quantum Neural Networks in Regression Tasks
Gubio G. de Limaa, Tiago de S. Farias, Alexandre C. Ricardo +1
The development of quantum neural networks (QNNs) has attracted considerable attention due to their potential to surpass classical models in certain machine learning tasks. Nonethe…
cs.LG2025
MixFunn: A Neural Network for Differential Equations with Improved Generalization and Interpretability
Tiago de Souza Farias, Gubio Gomes de Lima, Jonas Maziero +1
We introduce MixFunn, a novel neural network architecture designed to solve differential equations with enhanced precision, interpretability, and generalization capability. The arc…