Ryoko Matsuo

Locality-aware Surrogates for Gradient-based Black-box Optimization

2025 · arXiv (Cornell University)

In physics and engineering, many processes are modeled using non-differentiable black-box simulators, making the optimization of such functions particularly challenging. To address such cases, inspired by the Gradient Theorem, we propose locality-aware surrogate models for …