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L. Pawela

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#machine learning Open access Feb 2025

Quantum-aware Transformer model for state classification

This work focuses on bipartite quantum states and presents a data-driven approach to entanglement classification using transformer-based neural networks, successfully adapts transformers for quantum state analysis, demonstrating their ability to systematically identify entanglement in bipartite systems.

Przemysław Sekuła, M. Romaszewski, P. Głomb et al. · 1 citation
Preprint Jul 2026

Noise Resilience of Quantum Key Distribution Protocols Secured Against Independent Attacks With One-Way Communication

We investigate the resilience to noise of single-qubit quantum key distribution (QKD) protocols in the scenario of security against independent eavesdropping attacks and key distillation based on one-way classical communication. To this end, we introduce a noise-based metric that quantifies the efficiency of QKD protoc...

Adam Bílek, Ryszard Kukulski, Paulina Lewandowska et al. · 0 citations

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