28 citations · 28 across the 4 of their papers we have counts for
4 papers
Quantum Computing -- Strategic Recommendations for the Industry
Marvin Erdmann, Lukas Karch, Abhishek Awasthi +9
This whitepaper surveys the current landscape and short- to mid-term prospects for quantum-enabled optimization and machine learning use cases in industrial settings. Grounded in t…
TabularQGAN: A quantum generative model for tabular data synthesis
Pallavi Bhardwaj, Caitlin Jones, Lasse Dierich +1
In this paper, we introduce a novel quantum generative model for synthesizing tabular data. Synthetic data is valuable in scenarios where real-world data is scarce or private, as i…
Benchmarking Quantum Models for Time-series Forecasting
Caitlin Jones, Nico Kraus, Pallavi Bhardwaj +3
Time series forecasting is a valuable tool for many applications, such as stock price predictions, demand forecasting or logistical optimization. There are many well-established st…
A performance characterization of quantum generative models
Carlos A. Riofrío, Oliver Mitevski, Caitlin Jones +6
Quantum generative modeling is a growing area of interest for industry-relevant applications. With the field still in its infancy, there are many competing techniques. This work is…