QuantumFlow v0.9.0: Adds evaluation of gradients of parameterized quantum circuits using the middle out algorithm, and creation of circuits for evaluation of gradients on quantum hardware using the parameter shift rule. Also adds support for the quantikz LaTeX package for drawing quantum circuits via circuit_to_latex().
Amica Conference: Thermodynamic Approaches to Artificial Intelligence. March 9-11, 2026, Karuizawa, Japan.
Notes on the circuit model of quantum computing. Currently mostly an exposition on the menagerie of quantum gates.
We show that natural gradient descent can have a similar computational complexity per iteration to a first-order method, when employing appropriate hardware.
Physics-based Application-Specific Integrated Circuits present a transformative paradigm by directly harnessing intrinsic physical dynamics for computation.
