Collaborative Research: PPoSS: LARGE: Cross-layer Coordination and
Optimization for Scalable and Sparse Tensor Networks (CROSS)
- funded by: NSF
(award
abstract)
- funding level: $3,033,782
- duration: 09/15/2023 - 08/31/2028
- lead PI: Jiajia Li, NCSU, CSC
This project aims to devise efficient
tensor networks, especially for sparse data, which are prevalent in
many real-world applications. The impacts of the project encompass
four aspects: 1) Improving data compression, computation, memory
usage, and interpretability of tensor networks; 2) fostering enduring
and collaborative partnerships among academia, national research labs,
and industry with a shared focus on the aforementioned applications;
and 3) broadening education avenues by designing relevant new courses,
training undergraduate and graduate students, organizing workshops,
and enhancing K-12 outreach.
Publications:
- OpenMP-Q: Quantum Task Offloading in OpenMP by
Swastik Mittal, Atulya Mahesh, Frank Mueller in
International Workshop on OpenMP, Oct 2025.
- CONQURE: A Co-Execution
Environment for Quantum and Classical Resources by
Atulya Mahesh, Frank Mueller in
International Workshop on Integrating High-Performance and Quantum
Computing, Sep 2025.
-
Quantum Simulators and Applications on Quantum Framework by
Srikar Chundury, Zhihao Xu, Amir Shehata, Seongmin Kim, Frank Mueller, and
In-Saeng Suh, Refereed poster in
IEEE International Conference on Quantum Computing and Engineering (QCE), Sep 2025.
-
Currency Arbitrage Optimization using Quantum Annealing, QAOA and Constraint Mapping
Sangram Deshpande, Elin Ranjan Das and Frank Mueller in
Quantum Computing Applications in Economics and Finance Conference (QCAEFC), Apr 2025, Preprint arXiv:2502.15742
-
Fully Parallelized BP Decoding for Quantum LDPC Codes Can Outperform BP-OSD by
Ming Wang, Ang Li and Frank Mueller in
ArXiv 2507.00254, Jun 2025.
- CONQURE: A Co-Execution
Environment for Quantum and Classical Resources by
Atulya Mahesh, Swastik Mittal, Frank Mueller in
arXiv:2505.02241, May 2025.
-
Assessing Teleportation of Logical Qubits in a Distributed Quantum
Architecture under Error Correction by
John Stack, Ming Wang and Frank Mueller in
arXiv:2504.05611,
Apr 2025.
-
Coprime Bivariate Bicycle Codes and their Properties by
Ming Wang and Frank Mueller, Refereed poster in
Quantum Information Processing Conference (QIP), 2025. See also
ArXiv 2408.10001, Aug/Nov 2024.
-
QFw: A Quantum Framework for Large-Scale HPC Ecosystems by
Srikar Chundury, Amir Shehata, Thomas Naughton, Seongmin Kim, Frank
Mueller, and In-Saeng Suh, Refereed poster in Supercomputing (SC),
Nov 2024.
-
Coprime Bivariate Bicycle Codes and their Properties by
Ming Wang and Frank Mueller in
ArXiv 2408.10001, Aug/Nov 2024.
-
Synthesis of Approximate Parametric Circuits for Variational Quantum Algorithms by
Blake Burgstahler, Frank Mueller and
Scott Pakin in
IEEE International Conference on Quantum Computing and Engineering (QCE), Sep 2024.
-
Rate Adjustable Bivariate Bicycle Codes for Quantum Error Correction by
Ming Wang and Frank Mueller, Refereed poster in
IEEE International Conference on Quantum Computing and Engineering (QCE), Sep 2024.
-
QFw: Quantum Framework with NWQ-Sim and TN-QVM by
Srikar Chundury, Amir Shehata, Seongmin Kim, Zoha Laraib, Frank Mueller, and In-Saeng Suh, Refereed poster in Quantum Computing User Forum (QCUF),
Aug 2024 ( Best Poster Award).
-
DiaQ: Efficient State-Vector Quantum Simulation by
Srikar Chundury, Jiajia Li, In-Saeng Suh and
Frank Mueller in ArXiv, May 2024.
- DISQ: Dynamic Iteration Skipping for Variational Quantum Algorithms by
Junyao Zhang, Hanrui Wang, Gokul Subramanian Ravi, Fred Chong, Song Han, Frank Mueller, Yiran Chen in
IEEE International Conference on Quantum Computing and Engineering (QCE), Oct
2023
- QisDAX: An Open Source Bridge from Qiskit to Ion Trap Quantum Devices by
Kaustubh Badrike, Aniket S. Dalvi, Filip Mazurek, Marissa D'Onofrio, Jacob Whitlow, Tianyi Chen, Samuel Phiri, Leon Riesebos, Kenneth R. Brown, Frank Mueller in
IEEE International Conference on Quantum Computing and Engineering (QCE), Oct
2023
. Software artifact QisDAX
-
A PEPS plugin for TNQVM by
Srikar Chundury, J. Lietz, E. A. C. Perez,
A. Shehata, In-Saeng Suh and Frank Mueller in
IEEE International Conference on Quantum Computing and Engineering (QCE), Sep 2023.
-
Synthesis of Approximate Parametric Circuits for Variational Quantum Algorithms by
Blake Burgstahler, Frank Mueller and
Scott Pakin in
Quantum Simulation Conference (QSim), Aug 2023; later version
in IEEE International Conference on Quantum Computing and Engineering (QCE), Sep 2023.
Theses:
"This material is based upon work supported by the National Science
Foundation under the grant number indicated by the NSF URL above."
"Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation."