Classical Verification of Quantum Learning

Understand

Quantum data access and quantum processing can make certain classically intractable learning tasks feasible.

• However, quantum capabilities will only be available to a select few in the near future.
• Thus, reliable schemes that allow classical clients to delegate learning to untrusted quantum servers are required to facilitate widespread access to quantum learning advantages.
• Building on a recently introduced framework of interactive proof systems for classical machine learning, we develop a framework for classical verification of quantum learning.