Author

Léo Monbroussou

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Review Aug 2026

Hybrid Quantum Neural Networks: Theory, Implementations, and Applications

This review of hybrid quantum neural networks for the machine-learning and quantum-machine-learning communities provides a structured view of the state of the field and helps identify promising paths for future research and application-driven development.

Léo Monbroussou, Maniraman Periyasamy, Viacheslav Kuzmin et al. · 0 citations

Preprint Jul 2026

Classical simulation and model concentration in passive linear optics

A recently developed representation-theoretic framework for moments of random passive linear-optical circuits provides a systematic route for searching for regimes that unambiguously combine the absence of exponential concentration and lies beyond known efficient classical simulation methods.

Léo Monbroussou, Hugo Thomas, Hela Mhiri et al. · 1 citation