Georgios Korpas

Iteration Complexity of Variational Quantum Algorithms

2022 · arXiv (Cornell University)

There has been much recent interest in near-term applications of quantum computers, i.e., using quantum circuits that have short decoherence times due to hardware limitations. Variational quantum algorithms (VQA), wherein an optimization algorithm implemented on …

Taming Binarized Neural Networks and Mixed-Integer Programs

2024 · Proceedings of the AAAI Conference on Artificial Intelligence

There has been a great deal of recent interest in binarized neural networks, especially because of their explainability. At the same time, automatic differentiation algorithms such as backpropagation fail for binarized neural networks, which limits …