Quantum Compilation

August 28, 2025ongoing

Quantum CompilationMachine LearningAlphaZero

Illustration of an agent building a circuit via a reinforcement-learning loop.
Illustration of an agent building a circuit via a reinforcement-learning loop.

I am exploring machine-learning-based quantum compilation, specifically AlphaZero-based architectures. So far this has been at the circuit level where an agent has been trained to builds quantum circuits. I am now interested in layers closer to the physical hardware, e.g. lattice-surgery compilation and the full toolchain of fault-tolerant quantum error correction.

Resources

  • DOI Related publication.
  • Code Home-made implementation of AlphaZero.