Yaroslav Koshka

Publication Activity (10 Years)

Years Active: 2016-2023
Publications (10 Years): 10

Top Topics

Graphical Models

Restricted Boltzmann Machine

Markov Chain Monte Carlo

Simulated Annealing

Top Venues

IEEE Trans. Emerg. Top. Comput. Intell.

IEEE J. Sel. Areas Inf. Theory

Publications

Kenzie Ellenberger, Dylan Couch, Jeffrey Greer, Noah Gregory, Luis Sanchez, Kaleb Love, Yaroslav Koshka, Samee U. Khan
Quantum Task Mapping for Distributed Heterogeneous Computing Systems. QCE (2023)
Vivek Dixit, Raja Selvarajan, Tamer Aldwairi, Yaroslav Koshka, Mark A. Novotny, Travis S. Humble, Muhammad Ashraful Alam, Sabre Kais
Training a Quantum Annealing Based Restricted Boltzmann Machine on Cybersecurity Data. IEEE Trans. Emerg. Top. Comput. Intell. 6 (3) (2022)
Yaroslav Koshka, Mark A. Novotny
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. 5 (1) (2021)
Yaroslav Koshka, Mark A. Novotny
Toward sampling from undirected probabilistic graphical models using a D-Wave quantum annealer. Quantum Inf. Process. 19 (9) (2020)
Yaroslav Koshka, Mark A. Novotny
Comparison of D-Wave Quantum Annealing and Classical Simulated Annealing for Local Minima Determination. IEEE J. Sel. Areas Inf. Theory 1 (2) (2020)
Yaroslav Koshka, Mark A. Novotny
Towards Sampling from Nondirected Probabilistic Graphical models using a D-Wave Quantum Annealer. CoRR (2019)
Yaroslav Koshka, Mark A. Novotny
Comparison of D-Wave Quantum Annealing and Classical Simulated Annealing for Local Minima Determination. CoRR (2019)
Yaroslav Koshka, Mark A. Novotny
2000 Qubit D-Wave Quantum Computer Replacing MCMC for RBM Image Reconstruction and Classification. IJCNN (2018)
Yaroslav Koshka, Dilina Perera, Spencer Hall, Mark A. Novotny
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. 29 (7) (2017)
Yaroslav Koshka, Dilina Perera, Spencer Hall, Mark A. Novotny
Empirical investigation of the low temperature energy function of the Restricted Boltzmann Machine using a 1000 qubit D-Wave 2X. IJCNN (2016)