Researcher, Apple Inc.
2 papers at NeurIPS 2025
A new algorithm on unsupervised adversarial finetuning of visual encoder models via constrained optimization.
We identify the origin of images—whether from external sources, a generative diffusion model or its training set—by analyzing patterns in their diffusion trajectories.