Search Results for author: K. Birgitta Whaley

Found 3 papers, 1 papers with code

Interaction Decompositions for Tensor Network Regression

no code implementations11 Aug 2022 Ian Convy, K. Birgitta Whaley

We also introduce a new type of tensor network model that is explicitly trained on only a small subset of interaction degrees, and find that these models are able to match or even outperform the full models using only a fraction of the exponential feature space.

regression

Efficient phase-factor evaluation in quantum signal processing

2 code implementations26 Feb 2020 Yulong Dong, Xiang Meng, K. Birgitta Whaley, Lin Lin

Quantum signal processing (QSP) is a powerful quantum algorithm to exactly implement matrix polynomials on quantum computers.

Quantum Physics Optimization and Control Computational Physics

Towards Quantum Machine Learning with Tensor Networks

no code implementations30 Mar 2018 William Huggins, Piyush Patel, K. Birgitta Whaley, E. Miles Stoudenmire

Machine learning is a promising application of quantum computing, but challenges remain as near-term devices will have a limited number of physical qubits and high error rates.

BIG-bench Machine Learning Handwriting Recognition +2

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