The method proposed by Yilin Xie, Shiqiang Zhang, Joel Paulson, and Calvin Tsay for global optimization of Gaussian process acquisition functions achieves cumulative regret with a sublinear growth rate in the worst case while maintaining computational efficiency.

Authors

• Person: Samuel Tesfazgi, Leonhard Sprandl, Sandra Hirche Organization: AISTATS
  Track: Poster Session 3 - aistats 2026

Sources

• Track: Poster Session 3 - aistats 2026 virtual.aistats.org Samuel Tesfazgi, Leonhard Sprandl, Sandra Hirche · AISTATS via serper

Referenced by nodes (1)

• Gaussian Process concept