Machine Learning Techniques for Solving Quantum Many-Body Problems (QuanticLearn)

Publications

• "The quantum affinity of qubits subjected to noisy quantum channels", I. Ghiu, Rom. Rep. Phys. 73, 119 (2021)
• "The R-matrix formalism for two-particle scattering problems", D.V. Anghel, A.T. Preda and G.A. Nemnes, Phys. Lett. A 425, 127865 (2022)
• "Investigation of bi-particle states in gate-array-controlled quantum-dot systems aided by machine learning techniques", Physica Scripta 97, 055813 (2022)
• "Tachyonic cosmology with cubic contractions of the Riemann tensor", M.Marciu, European Physical Journal C 82, 1069 (2022)
• "The use of the output states generated by the broadcasting of entanglement in quantum teleportation", I. Ghiu, C. Cirneci, G.A. Nemnes, Phys. Lett. A 479, 128924 (2023)
• "Analysis of Quantum Correlations Obtained Using Local Optimal Universal Asymmetric Cloners", C. Cirneci, I. Ghiu, Entropy 25, 29 (2023)
• "Reduced basis emulation of pairing in finite systems", V.V. Baran, D.R. Nichita, Phys. Rev. B 107, 144503 (2023)
• "Mapping confinement potentials and charge densities of interacting quantum systems using conditional generative adversarial networks", C.-A. Pantis-Simut, A. Preda, L. Ion, A. Manolescu, G.A. Nemnes, Mach. Learn.: Sci. Technol. 4, 025023 (2023)
• "Surrogate model solver for impurity-induced superconducting subgap states", Virgil V. Baran, Emil J. P. Frost, Jens Paaske, Phys. Rev. B 108, L220506 (2023)
• "Design of nanoscale quantum interconnects aided by conditional generative-adversarial networks", A. T. Preda, C.-A. Pantis-Simut, M. Marciu, D.-V. Anghel, A. Allosh, L. Ion, A. Manolescu and G. A. Nemnes, Appl. Sci. 14, 1111 (2024)

Papers under evaluation

• "Collective dynamics of Ca atoms encapsulated in C60 endohedral fullerenes", M. Cosinschi, A. T. Preda, C.-A. Pantis-Simut, N. Filipoiu, I. Ghitiu, M. A. Dulea, L. Ion, A. Manolescu, G. A. Nemnes, (submitted, 2023)

Papers in preparation

• "A probabilistic quantum sorter for mode-lead disentangling using Rashba spin-orbit coupling", A. T. Preda et al.