Yaroslav Koshka

12 papers B 2Misc 1Journal 9
YearRankTypeTitle / Venue / Authors
2025 J jnl
Comparison of D-Wave Quantum Annealing and Markov Chain Monte Carlo for Sampling from a Probability Distribution of a Restricted Boltzmann Machine.
CoRR
Abdelmoula El Yazizi, Samee U. Khan, Yaroslav Koshka
2025 J jnl
Investigation of D-Wave quantum annealing for training Restricted Boltzmann Machines and mitigating catastrophic forgetting.
CoRR
Abdelmoula El Yazizi, Yaroslav Koshka
2023 Misc conf
Quantum Task Mapping for Distributed Heterogeneous Computing Systems.
QCE
Kenzie Ellenberger, Dylan Couch, Jeffrey Greer, Noah Gregory, Luis Sanchez, Kaleb Love, Yaroslav Koshka, Samee U. Khan
2022 J jnl
Training a Quantum Annealing Based Restricted Boltzmann Machine on Cybersecurity Data.
IEEE Trans. Emerg. Top. Comput. Intell.
Vivek Dixit, Raja Selvarajan, Tamer Aldwairi, Yaroslav Koshka, Mark A. Novotny, Travis S. Humble, Muhammad Ashraful Alam, Sabre Kais
2021 J jnl
Comparison of Use of a 2000 Qubit D-Wave Quantum Annealer and MCMC for Sampling, Image Reconstruction, and Classification.
IEEE Trans. Emerg. Top. Comput. Intell.
Yaroslav Koshka, Mark A. Novotny
2020 J jnl
Comparison of D-Wave Quantum Annealing and Classical Simulated Annealing for Local Minima Determination.
IEEE J. Sel. Areas Inf. Theory
Yaroslav Koshka, Mark A. Novotny
2020 J jnl
Toward sampling from undirected probabilistic graphical models using a D-Wave quantum annealer.
Quantum Inf. Process.
Yaroslav Koshka, Mark A. Novotny
2019 J jnl
Comparison of D-Wave Quantum Annealing and Classical Simulated Annealing for Local Minima Determination.
CoRR
Yaroslav Koshka, Mark A. Novotny
2019 J jnl
Towards Sampling from Nondirected Probabilistic Graphical models using a D-Wave Quantum Annealer.
CoRR
Yaroslav Koshka, Mark A. Novotny
2018 B conf
2000 Qubit D-Wave Quantum Computer Replacing MCMC for RBM Image Reconstruction and Classification.
IJCNN
Yaroslav Koshka, Mark A. Novotny
2017 J jnl
Determination of the Lowest-Energy States for the Model Distribution of Trained Restricted Boltzmann Machines Using a 1000 Qubit D-Wave 2X Quantum Computer.
Neural Comput.
Yaroslav Koshka, Dilina Perera, Spencer Hall, Mark A. Novotny
2016 B conf
Empirical investigation of the low temperature energy function of the Restricted Boltzmann Machine using a 1000 qubit D-Wave 2X.
IJCNN
Yaroslav Koshka, Dilina Perera, Spencer Hall, Mark A. Novotny