Diffusion Models for Black-Box Optimization

1 code implementation • 12 Jun 2023 • Siddarth Krishnamoorthy, Satvik Mehul Mashkaria, Aditya Grover

The goal of offline black-box optimization (BBO) is to optimize an expensive black-box function using a fixed dataset of function evaluations.

Denoising

Generative Pretraining for Black-Box Optimization

1 code implementation • 22 Jun 2022 • Siddarth Krishnamoorthy, Satvik Mehul Mashkaria, Aditya Grover

Many problems in science and engineering involve optimizing an expensive black-box function over a high-dimensional space.