magnetoelectric coupling 1NARMA-10 benchmark 1reservoir computing 1superparamagnetic nanodots 1temperature stability 1
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cs.ET2026
Reservoir Computing with Heterogeneous Magnetic Metamaterials
R. Yagan, C. Swindells, I. T. Vidamour +6
Physical reservoir computing utilizes the intrinsic nonlinear and history-dependent dynamics of physical systems to perform machine-learning tasks with minimal training overhead. H…
cs.ET2026
Reproducible Reservoir Computing with Thermally Driven Superparamagnets: Controlling Temperature Sensitivity
Zhengfei Chen, Alex Welbourne, Matthew O. A. Ellis +3
The paper simulates how ambient temperature changes affect the dynamics of superparamagnetic nanodot reservoirs and shows that using heterogeneous nanodot sizes can keep performanc…