5 papers
Quantum Reservoir Computing for Attention-like Selective Reproduction
Hadi Zadeh-Haghighi, Christoph Simon
Choosing which information to use as the context changes is a basic cognitive operation. We introduce a new task of this kind for quantum reservoir computing (QRC): a binary cue in…
Recurrent Quantum Feature Maps for Reservoir Computing
Utkarsh Singh, Aaron Z. Goldberg, Christoph Simon +1
Reservoir computing promises a fast method for handling large amounts of temporal data. This hinges on constructing a good reservoir--a dynamical system capable of transforming inp…
Spin-Network Quantum Reservoir Computing with Distributed Inputs: The Role of Entanglement
Sareh Askari, Youssef Kora, Christoph Simon
Reservoir computing is a promising neuromorphic paradigm, and its quantum implementation using spin networks has shown some advantage when entanglement is present. Here, we conside…
The Role of Entanglement in Quantum Reservoir Computing with Coupled Kerr Nonlinear Oscillators
Ali Karimi, Hadi Zadeh-Haghighi, Youssef Kora +1
Quantum Reservoir Computing (QRC) uses quantum dynamics to efficiently process temporal data. In this work, we investigate a QRC framework based on two coupled Kerr nonlinear oscil…
Quantumness can enhance resilience to statistical noise in spin-network quantum reservoir computing
Youssef Kora, Christoph Simon
Quantum reservoir computing offers a promising approach to the utilization of complex quantum dynamics in machine learning. Statistical noise inevitably arises in real settings of…