Compare Papers

Paper 1

Towards quantum accelerated large-scale topology optimization

Zisheng Ye, Wenxiao Pan

Year
2026
Journal
Computer Methods in Applied Mechanics and Engineering
DOI
10.1016/j.cma.2026.118819
arXiv
-

No abstract.

Open paper

Paper 2

Accelerating Extended Benders Decomposition with Quantum-Classical Hybrid Solver

Takuma Yoshihara, Masayuki Ohzeki

Year
2025
Journal
arXiv preprint
DOI
arXiv:2510.03647
arXiv
2510.03647

We propose a quantum-classical hybrid method for solving large-scale mixed-integer quadratic problems (MIQP). Although extended Benders decomposition is effective for MIQP, its master problem which handles the integer and quadratic variables often becomes a computational bottleneck. To address this challenge, we integrate the D-Wave CQM solver into the decomposition framework to solve the master problem directly. Our results show that this hybrid approach efficiently yields near-optimal solutions and, for certain problem instances, achieves exponential speedups over the leading commercial classical solver. These findings highlight a promising computational strategy for tackling complex mixed-integer optimization problems.

Open paper