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Does provable absence of barren plateaus imply classical simulability? Or, why we need to rethink variational quantum computing
A large amount of effort has recently been put into understanding the barren plateau phenomenon.
Hacking Cryptographic Protocols with Advanced Variational Quantum Attacks
Our work also shows improvements in attack success rates for lightweight ciphers such as S-DES and S-AES.
Improving Gradient Methods via Coordinate Transformations: Applications to Quantum Machine Learning
In this paper we introduce a generic strategy to accelerate and improve the overall performance of such methods, allowing to alleviate the effect of barren plateaus and local minima.
Variational Quantum and Quantum-Inspired Clustering
Here we present a quantum algorithm for clustering data based on a variational quantum circuit.
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