[HTML][HTML] Quantum Machine Learning: Exploring the Role of Data Encoding Techniques, Challenges, and Future Directions

D Ranga, A Rana, S Prajapat, P Kumar, K Kumar… - Mathematics, 2024 - mdpi.com
Quantum computing and machine learning (ML) have received significant developments
which have set the stage for the next frontier of creative work and usefulness. This paper …

Demonstration of a parity-time-symmetry-breaking phase transition using superconducting and trapped-ion qutrits

AS Kazmina, IV Zalivako, AS Borisenko, NA Nemkov… - Physical Review A, 2024 - APS
Scalable quantum computers hold the promise to solve hard computational problems, such
as prime factorization, combinatorial optimization, simulation of many-body physics, and …

Qudit machine learning

S Roca-Jerat, J Román-Roche… - … Learning: Science and …, 2024 - iopscience.iop.org
We present a comprehensive investigation into the learning capabilities of a simple d-level
system (qudit). Our study is specialized for classification tasks using real-world databases …