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Author

Rosanna Mastria

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Preprint Aug 2026

Compact Variational Neural Networks for Spectral Inference from a Single Nonlinear 2D Perovskite Photodetector

These results establish nonlinear material and interface dynamics as a computational resource for spectroscopy and point towards hardware-algorithm co-design in which materials, interfaces and inference architectures are engineered jointly to maximise information content, enabling compact spectroscopic systems without...

Karl Jonas Riisnaes, N. Taylor, Hoi-Tung Lam et al. · 0 citations

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