I build image models from scratch, and I study what they remember.

PhD candidate in data science at Kennesaw State University, M.S. in Analytics from Georgia Tech. Former photographer and cinematographer, former calculus teacher. I study what image models remember, I map Hollywood as a network, and I explain both with pictures.

Selected publications

SMITE: Step-wise Memorization Inference with Two-channel Error for Membership Inference on Fine-Tuned Retinal Diffusion Models

Richardson, Aygun, Karakaya · IEEE IMNS 2026 · to appear

Six Degrees of Kevin Bacon and the Weighted Hollywood Actor Network

Richardson, DeMaio · CAC 2026 · to appear

Benchmarking the Dell Pro Max GB10 Against the NVIDIA DGX-1

Richardson, Aygun, Karakaya · IEEE IMNS 2026 · to appear

Retinal Image Quality Across Portable Fundus Imaging Systems: iNview vs. VistaView

Richardson, Suer, Aygun, Karakaya · IEEE EMBC 2026 · to appear

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