Hybrid Quantum-Classical Machine Learning with String Diagrams

A Koziell-Pipe, A Kissinger - arxiv preprint arxiv:2407.03673, 2024 - arxiv.org
Central to near-term quantum machine learning is the use of hybrid quantum-classical
algorithms. This paper develops a formal framework for describing these algorithms in terms …

Category-Theoretical and Topos-Theoretical Frameworks in Machine Learning: A Survey

Y Jia, G Peng, Z Yang, T Chen - arxiv preprint arxiv:2408.14014, 2024 - arxiv.org
In this survey, we provide an overview of category theory-derived machine learning from four
mainstream perspectives: gradient-based learning, probability-based learning, invariance …