Tag: Quantum Machine Learning
All the talks with the tag "Quantum Machine Learning".
Quantum Implicit Neural Representations
Haribandhu JenaPublished: at 07:00 PMThis short talk discusses QIREN. QIREN is a quantum generalization of Fourier Neural Networks (FNNs) for implicit neural representations, offering a quantum advantage in modeling high-frequency signal components. It outperforms SoTA models in signal representation, image superresolution, and image generation.
Quantum Machine Learning — An Overview
Kirtidev ParidaPublished: at 02:00 PMThis paper provides an overview of quantum machine learning (QML) and its potential for computational acceleration. It discusses the current state of QML, benchmarking the performance of classical and quantum algorithms on various tasks. The paper highlights the use of hybrid methods and novel approaches in QML, demonstrating their promise in predicting quantum states and enhancing classical data science algorithms.