Stochastic Quantum Sampling for Non-Logconcave Distributions and Estimating Partition Functions. - Guneykan Ozgul; Xiantao Li; Mehrdad Mahdavi; Chunhao Wang (ICML, 2024)

Generalized Short Path Algorithms: Towards Super-Quadratic Speedup over Markov Chain Search for Combinatorial Optimization. - Shouvanik Chakrabarti; Dylan Herman; Guneykan Ozgul; Shuchen Zhu; Brandon Augustino; Tianyi Hao 006; Zichang He; Ruslan Shaydulin; Marco Pistoia (CoRR, 2024)

Quantum Speedups for Markov Chain Monte Carlo Methods with Application to Optimization. - Guneykan Ozgul; Xiantao Li; Mehrdad Mahdavi; Chunhao Wang (CoRR, 2025)