We developed a simple and computationally efficient method to mitigate over exploration in latent space optimization, code is available at github.com/OmerRonen/scal….
Super fun project with a great team! @randall_balestr @imtiazprio @rbaraniuk and @bbiinnyyuu
New preprint + AI4Science #ICML2024 workshop: ScaLES!
ScaLES provides a differentiable confidence score for samples generated from pretrained models. Applied to Latent Space Optimization, ScaLES improves the solutions to black-box optimization problems!
arxiv.org/pdf/2406.09657
