no code implementations • 19 Nov 2020 • Seyed Shakib Vedaie, Moslem Noori, Jaspreet S. Oberoi, Barry C. Sanders, Ehsan Zahedinejad
Our method leverages the power of deterministic quantum computing with one qubit (DQC1) to estimate the combined kernel for a set of classically intractable individual quantum kernels.
no code implementations • 19 Mar 2019 • Tim Jaschek, Marko Bucyk, Jaspreet S. Oberoi
Clustering, or grouping, dataset elements based on similarity can be used not only to classify a dataset into a few categories, but also to approximate it by a relatively large number of representative elements.
no code implementations • ICLR 2018 • Anna Levit, Daniel Crawford, Navid Ghadermarzy, Jaspreet S. Oberoi, Ehsan Zahedinejad, Pooya Ronagh
The experimental results show that our technique is a promising method for harnessing the power of quantum sampling in reinforcement learning tasks.
1 code implementation • 29 May 2017 • Anna Levit, Daniel Crawford, Navid Ghadermarzy, Jaspreet S. Oberoi, Ehsan Zahedinejad, Pooya Ronagh
The experimental results show that our technique is a promising method for harnessing the power of quantum sampling in reinforcement learning tasks.
no code implementations • 17 Dec 2016 • Daniel Crawford, Anna Levit, Navid Ghadermarzy, Jaspreet S. Oberoi, Pooya Ronagh
We investigate whether quantum annealers with select chip layouts can outperform classical computers in reinforcement learning tasks.