output
20032026
most citedAn initialization strategy for addressing barren plateaus in parametrized quantum circuits

393 citations

208 papers

quant-ph2026

Towards quantum machine learning for assessing the resilience of post-quantum cryptography

Jarosław A. Miszczak

The potential capabilities of quantum computers motivated the development of cryptographic protocols suitable for securing communication against adversaries with access to large fa…

cs.CR2026

A Predictive Neural Network Architecture for Early Detection of Low-Rate Cyberattacks

Mert Nakıp

Low-Rate Denial of Service (LDoS) attacks pose a significant challenge to IoT networks due to their subtle and prolonged nature, often evading traditional intrusion detection syste…

quant-ph2025

Choi-level twirling of quantum channels: finite constructions and non-compact transformations

Marcin Markiewicz, Łukasz Pawela, Zbigniew Puchała

Twirling, i.e. averaging over symmetry actions, is a standard tool for reducing quantum states and channels to a symmetry-invariant form. We study channel twirling from the perspec…

quant-ph2025

Approaching the scaling limit of transport through lattices with dephasing

Subhajit Sarkar, Gabriela Wójtowicz, Bartłomiej Gardas +2

We examine the stationary--state equations for lattices with generalized Markovian dephasing and relaxation. When the Hamiltonian is quadratic, the single--particle correlation mat…

quant-ph2025

Recent quantum runtime (dis)advantages

J. Tuziemski, J. Pawłowski, P. Tarasiuk +2

A robust definition of quantum runtime is essential for assessing the performance of quantum algorithms and claims of quantum advantage. While for most classical hardware the total…

quant-ph2025★ 1 cited

Quantum-inspired dynamical models on quantum and classical annealers

Philipp Hanussek, Jakub Pawłowski, Zakaria Mzaouali +1

We propose a practical, physics-inspired benchmarking suite to challenge both quantum and classical computers by mapping real-time quantum dynamics to a common optimization format.…