no code implementations • 27 Nov 2023 • Zherui Chen, Yuchen Lu, Hao Wang, Yizhou Liu, Tongyang Li
Finally, based on the observations when comparing QLD with classical Fokker-Plank-Smoluchowski equation, we propose a time-dependent QLD by making temperature and $\hbar$ time-dependent parameters, which can be theoretically proven to converge better than the time-independent case and also outperforms a series of state-of-the-art quantum and classical optimization algorithms in many non-convex landscapes.
1 code implementation • 29 Sep 2022 • Yizhou Liu, Weijie J. Su, Tongyang Li
Classical algorithms are often not effective for solving nonconvex optimization problems where local minima are separated by high barriers.
