Author

Marcello Benedetti

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Open access Nov 2025

Unconditional and exponentially large violation of classicality

Testing the predictions of quantum mechanics has been one of the main experimental endeavors for decades. Recent advancements in technology have led to a number of demonstrations that test non-classicality via specific computational tasks. Limitations of these experiments include dependence on complexity theory assumpt...

Marcello Benedetti, Gabriel Marin-Sanchez, J. Weggemans et al. · Nature Communications · 2 citations

#machine learning Preprint Aug 2026

Towards unsupervised representation learning for quantum data: quantum models with inference and generation

A conceptual and mathematical framework for unsupervised representation learning from quantum data is developed, uncovering a hierarchy tied to the positive-partial-transpose (PPT) criterion from entanglement theory and allowing genuinely quantum visible-latent correlations.

Robin Lorenz, Eric Brunner, Marcello Benedetti · 1 citation