It has demonstrated the powerful ability of a quantum computer to perform certain computational tasks more efficiently than a classical computer. Thus, to show quantum advantages is a key problem in ...

In the past decade, machine learning has received tremendous attention with the success of deep neural networks (or more generally deep learning) in practically relevant tasks such as natural language ...

How to efficiently encode classical data is a fundamental task in quantum computing. While many existing works treat classical data encoding as a black box in oracle-based quantum algorithms, their ...