Quantum Protocol

Quantum protocols are procedures leveraging quantum mechanics to achieve computational tasks or communication goals beyond classical capabilities. Current research emphasizes developing protocols for quantum machine learning, focusing on techniques like geometric quantum machine learning and the use of parameterized quantum circuits to optimize performance in tasks such as quantum federated learning and entanglement distillation, even in the presence of noise. These advancements address critical challenges in privacy and efficiency within distributed quantum computing, with implications for secure data processing and enhanced quantum communication networks. The exploration of quantum unclonability further underpins the security of these protocols and informs the development of quantum cryptanalysis techniques.