3 papers
quant-ph2024
Quantum Circuit Tensors and Enumerators with Applications to Quantum Fault Tolerance
Alon Kukliansky, Brad Lackey
We extend the recently introduced notion of tensor enumerator to the circuit enumerator. We provide a mathematical framework that offers a novel method for analyzing circuits and e…
quant-ph2024
Leveraging Quantum Machine Learning Generalization to Significantly Speed-up Quantum Compilation
Alon Kukliansky, Lukasz Cincio, Ed Younis +1
Existing numerical optimizers deployed in quantum compilers use expensive matrix-matrix operations. Inspired by recent advances in quantum machine learning (QML)…
quant-ph2023
QFactor: A Domain-Specific Optimizer for Quantum Circuit Instantiation
Alon Kukliansky, Ed Younis, Lukasz Cincio +1
We introduce a domain-specific algorithm for numerical optimization operations used by quantum circuit instantiation, synthesis, and compilation methods. QFactor uses a tensor netw…