Stochastic Quantum Sampling for Non-Logconcave Distributions and Estimating Partition Functions

Guneykan Ozgul; Xiantao Li; Mehrdad Mahdavi; Chunhao Wang

2024 ICML ICML 2024

Stochastic Quantum Sampling for Non-Logconcave Distributions and Estimating Partition Functions

Abstract

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🌉 Interdisciplinary Bridge - Artificial Intelligence and Mathematics & Optimization

Authors

Guneykan Ozgul, Xiantao Li, Mehrdad Mahdavi, Chunhao Wang

Topics

Machine Learning > Optimization & Theory > Optimization Mathematics & Optimization > Mathematics > Probability Mathematics & Optimization > Optimization > Continuous Optimization

Keywords

partition function markov chain sampling quantum algorithm stochastic gradient oracle non-log-concave distribution

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