End-to-end protocol for high-quality QAOA parameters with few shots

T Hao, Z He, R Shaydulin, J Larson… - arXiv preprint arXiv …, 2024 - arxiv.org
The quantum approximate optimization algorithm (QAOA) is a quantum heuristic for
combinatorial optimization that has been demonstrated to scale better than state-of-the-art …

Difference Between Cyclic and Distributed Approach in Stochastic Optimization for Multi-agent System

J Shi, JC Spall - arXiv preprint arXiv:2409.05155, 2024 - arxiv.org
Many stochastic optimization problems in multi-agent systems can be decomposed into
smaller subproblems or reduced decision subspaces. The cyclic and distributed approaches …