Unrolled denoising networks provably learn to perform optimal Bayesian inference. - Aayush Karan; Kulin Shah; Sitan Chen; Yonina C. Eldar (NeurIPS, 2024)

Unrolled denoising networks provably learn optimal Bayesian inference. - Aayush Karan; Kulin Shah; Sitan Chen; Yonina C. Eldar (CoRR, 2024)

When Does a Predictor Know Its Own Loss? - Aravind Gollakota; Parikshit Gopalan; Aayush Karan; Charlotte Peale; Udi Wieder (FORC, 2025)

Blink of an eye: a simple theory for feature localization in generative models. - Marvin Li; Aayush Karan; Sitan Chen (CoRR, 2025)

ReGuidance: A Simple Diffusion Wrapper for Boosting Sample Quality on Hard Inverse Problems. - Aayush Karan; Kulin Shah; Sitan Chen (CoRR, 2025)