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quant-ph2023
Differentiable Quantum Architecture Search for Quantum Reinforcement Learning
Yize Sun, Yunpu Ma, Volker Tresp
Differentiable quantum architecture search (DQAS) is a gradient-based framework to design quantum circuits automatically in the NISQ era. It was motivated by such as low fidelity o…
quant-ph2020★ 3 cited
Quantum Machine Learning Algorithm for Knowledge Graphs
Yunpu Ma, Volker Tresp
Semantic knowledge graphs are large-scale triple-oriented databases for knowledge representation and reasoning. Implicit knowledge can be inferred by modeling and reconstructing th…
quant-ph2019
Variational Quantum Circuit Model for Knowledge Graphs Embedding
Yunpu Ma, Volker Tresp, Liming Zhao +1
In this work, we propose the first quantum Ansätze for the statistical relational learning on knowledge graphs using parametric quantum circuits. We introduce two types of variatio…