A systematic evaluation of variational quantum circuits (VQCs) inside physics-informed neural networks (PINNs) for 2D incompressible Navier–Stokes found no robust quantum advantage across Taylor–Green…
A new framework called VQC-ZTI, developed by researchers and described in an arXiv paper, uses a split-plane Variational Quantum Classifier to protect Tactile Internet services from cyber threats whil…
Xanadu's quantum compiler Catalyst, built for the PennyLane library, accidentally became an LLVM compiler for JAX when users fed it pure JAX NumPy code without quantum instructions, bypassing XLA to l…
PennyLane is an open-source quantum software platform for quantum computing, quantum machine learning, and quantum chemistry, offering tools from inspiration to implementation. The platform features a…
A developer built a hybrid quantum-classical model for brain tumor classification from MRI scans, adding a 4-qubit variational quantum circuit to a DenseNet121 backbone. The quantum layer improved acc…