Album

    Mingyoung Jessica Jeng

  • Phone Number: +1 (913) 313-8939
  • Email: [email protected]
  • Office: Mudd 3005

    Research Interests

  • Modular Quantum Architectures: It has been shown that NISQ devices must reach scales of 1000+ qubits in order to be practical. As quantum device manufactures attempt to cross that threshold, scalability challenges have led many to leverage modular architectures to achieve ever-larger devices. This new development poses new challenges for quantum compilation and algorithms to both adapt to and leverage such architectures.
  • Quantum Data Representations: Quantum computers can encode information far more densely than classical devices, but also face restrictions with normalization, unitary operations, no-cloning, and sampling/measurement constraints. Thus, any quantum data structure must balance the overheads of encoding/decoding data with the performance benefits of quantum operations.
  • Hybrid Quantum-Classical Algorithms: The classical and quantum computing domains both excel at different things. Quantum computing can provide speedup in many potential algorithms, but classical computing is less error-prone, doesn't necessitate sampling, and can store data long-term without decoherence concerns. Thus, especially for near-term applications, hybrid algorithms that leverage the advantageous qualities of both the quantum and classical domains are an enticing prospect.

Publications

Book Chapters

  1. Esam El-Araby, Manu Chaudhary, Ishraq Ul Islam, David Levy, Dylan Kneidel, Mingyoung Jeng, Alvir Nobel, and Vinayak Jha. “Practical Applications of Quantum Computing”. In: Quantum Computers - From Fundamentals to Technology. Ed. by Dr. F. J. Duarte. Rijeka: IntechOpen, 2023. Chap. 0. doi: 10.5772/intechopen.1003033. url: https://doi.org/10.5772/intechopen.1003033.

Journal Publications

  1. Mingyoung Jeng, Alvir Nobel, Vinayak Jha, David Levy, Dylan Kneidel, Manu Chaudhary, Ishraq Islam, Muhammad Momin Rahman, and Esam El-Araby. “Generalized Quantum Convolution for Multidimensional Data”. In: Entropy 25.11 (2023). issn: 1099-4300. doi: 10.3390/e25111503. url: https://www.mdpi.com/1099-4300/25/11/1503.
  2. Mingyoung Jeng, SM Ishraq Ul Islam, David Levy, Andrew Riachi, Manu Chaudhary, Md. Alvir Islam Nobel, Dylan Kneidel, Vinayak Jha, Jack Bauer, Anshul Maurya, Naveed Mahmud, and Esam El-Araby. “Improving quantum-to-classical data decoding using optimized quantum wavelet transform”. In: The Journal of Supercomputing (June 2023). issn: 1573-0484. doi: 10.1007/s11227- 023- 05433- 7. url: https://doi.org/10.1007/s11227-023-05433-7.
  3. Esam El-Araby, Naveed Mahmud, Mingyoung Jeng, Andrew MacGillivray, Manu Chaudhary, Md. Alvir Islam Nobel, SM Ishraq Ul Islam, David Levy, Dylan Kneidel, Madeline R. Watson, Jack G. Bauer, and Andrew E. Riachi. “Towards Complete and Scalable Emulation of Quantum Algorithms on High-Performance Reconfigurable Computers”. In: IEEE Transactions on Computers (Feb. 2023), pp. 1–14. doi: 10.1109/TC.2023.3248276.

Conference Proceedings

  1. Mingyoung Jeng, Md. Alvir Islam Nobel, Vinayak Jha, David Levy, Dylan Kneidel, Manu Chaudhary, SM Ishraq Ul Islam, and Esam El-Araby. “Preserving Data Locality in Multidimensional Variational Quantum Classification”. In: The International Conference for High Performance Computing, Networking, Storage, and Analysis (SC). Denver, Colorado, USA, Nov. 2023. url: https://sc23.supercomputing.org/proceedings/tech_poster/tech_poster_pages/rpost120.html.
  2. Mingyoung Jeng, Md. Alvir Islam Nobel, Vinayak Jha, David Levy, Dylan Kneidel, Manu Chaudhary, SM Ishraq Ul Islam, and Esam El-Araby. “Multidimensional Quantum Convolution with Arbitrary Filtering and Unity Stride”. In: IEEE International Conference on Quantum Computing and Engineering (QCE23). Bellevue, Washington, USA, Sept. 2023.
  3. Esam El-Araby, Mingyoung Jeng, Manu Chaudhary, Md. Alvir Islam Nobel, SM Ishraq Ul Islam, David Levy, Dylan Kneidel, and Vinayak Jha. “KU Advanced Reconfigurable and Quantum (KUARQ) Computing and Communications”. In: 2023 Quantum Computing User Forum (QCUF). Oak Ridge, Tennessee, USA, July 2023.
  4. Naveed Mahmud, Mingyoung Jeng, Md. Alvir Islam Nobel, Manu Chaudhary, S M Ishraq Ul Islam, David Levy, and Esam El-Araby. “Efficient Data Encoding and Decoding for Quantum Computing”. In: 2022 IEEE International Conference on Quantum Computing and Engineering (QCE). Sept. 2022, pp. 765–768. doi: 10.1109/QCE53715.2022.00110
  5. Naveed Mahmud, Mingyoung Jeng, Md. Alvir Nobel, Manu Chaudhary, SM Ishraq-Ul Islam, David Levy, and Esam El-Araby. “Time-Efficient Quantum-to-Classical Data Decoding”. In: July 2022. url: https://par.nsf.gov/biblio/10334040