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quant-ph2026
Barren Plateaus in Quantum Linear Combinations: Interference and Lie-Algebraic Control
Amir Koutahi, Pouya Kananian, Hans-Arno Jacobsen
A coherent sum of quantum circuits introduces interference that can alter the training signal. We distinguish a single linear combination of unitaries (LCU) from a circuit that rep…
quant-ph2025
Adversarial Robustness in Distributed Quantum Machine Learning
Pouya Kananian, Hans-Arno Jacobsen
Studying adversarial robustness of quantum machine learning (QML) models is essential in order to understand their potential advantages over classical models and build trustworthy…