[2024 Best AI Paper] The Vizier Gaussian Process Bandit Algorithm

By Paper With Video

Community Score: 50% | 107 views | 1y

0 community ratings: null thumbs up, null thumbs down

This video was created using https://paperspeech.com. If you’d like to create explainer videos for your own papers, please visit the website! Title: The Vizier Gaussian Process Bandit Algorithm Authors: Xingyou Song, Qiuyi Zhang, Chansoo Lee, Emily Fertig, Tzu-Kuo Huang, Lior Belenki, Greg Kochanski, Setareh Ariafar, Srinivas Vasudevan, Sagi Perel, Daniel Golovin Abstract: Google Vizier has performed millions of optimizations and accelerated numerous research and production systems at Google, demonstrating the success of Bayesian optimization as a large-scale service. Over multiple years, its algorithm has been improved considerably, through the collective experiences of numerous research efforts and user feedback. In this technical report, we discuss the implementation details and design choices of the current default algorithm provided by Open Source Vizier. Our experiments on standardized benchmarks reveal its robustness and versatility against well-established industry baselines