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quant-ph2026
Quantum reservoir computing in Jaynes-Cummings models: Nonlinear memory and time-series prediction
Sreetama Das, Gian Luca Giorgi, Roberta Zambrini
We investigate quantum reservoir computing (QRC) using a hybrid qubit-boson system described by the Jaynes-Cummings (JC) Hamiltonian and its dispersive limit (DJC). These models pr…
quant-ph2026
Investigating layer-selective transfer learning of QAOA parameters for Max-Cut problem
Francesco Aldo Venturelli, Sreetama Das, Filippo Caruso
The quantum approximate optimization algorithm (QAOA) is a variational quantum algorithm (VQA) ideal for noisy intermediate-scale quantum (NISQ) processors, and is highly successfu…
quant-ph2024
Permutation-equivariant quantum convolutional neural networks
Sreetama Das, Filippo Caruso
The Symmetric group manifests itself in large classes of quantum systems as the invariance of certain characteristics of a quantum state with respect to permuting the qubit…