16 citations · 41 across the 15 of their papers we have counts for
5 papers · 1 filter
Space Complexity of Streaming Algorithms on Universal Quantum Computers
Yanglin Hu, Darya Melnyk, Yuyi Wang +1
Universal quantum computers are the only general purpose quantum computers known that can be implemented as of today. These computers consist of a classical memory component which…
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…
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…
Quantum speedup for twin support vector machines
Zekun Ye, Lvzhou Li, Haozhen Situ +1
We devise new quantum algorithms that exponentially speeds up the training and prediction procedures of twin support vector machines (TSVM). To train TSVMs using quantum methods, w…
Limits on correlations in networks for quantum and no-signaling resources
Marc-Olivier Renou, Yuyi Wang, Sadra Boreiri +3
A quantum network consists of independent sources distributing entangled states to distant nodes which can then perform entangled measurements, thus establishing correlations acros…