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Slimane Thabet

2 accepted papers

2024

Quantum Positional Encodings for Graph Neural Networks

ICML 2024poster

In this work, we propose novel families of positional encodings tailored to graph neural networks obtained with quantum computers. These encodings leverage the long-range correlations inherent in quantum systems that arise from mapping the topology of a graph onto interactions between qubits in a qu…

Cited by 4SourcePDFScholar
2023

Classically Approximating Variational Quantum Machine Learning with Random Fourier Features

ICLR 2023poster

Many applications of quantum computing in the near term rely on variational quantum circuits (VQCs). They have been showcased as a promising model for reaching a quantum advantage in machine learning with current noisy intermediate scale quantum computers (NISQ). It is often believed that the power…

Cited by 47SourcePDFScholar