This diagram illustrates how the team reduces quantum circuit complexity in machine learning using three encoding methods—variational, genetic, and matrix product state algorithms.

Looking ahead, the team aims to explore further optimizations in quantum state encoding and machine learning architecture, as well as scale their models to handle larger and more complex datasets.