3 papers
cs.LG2025
Coded Deep Learning: Framework and Algorithm
En-hui Yang, Shayan Mohajer Hamidi
The success of deep learning (DL) is often achieved with large models and high complexity during both training and post-training inferences, hindering training in resource-limited…
cs.LG2025
Conditional Mutual Information Based Diffusion Posterior Sampling for Solving Inverse Problems
Shayan Mohajer Hamidi, En-Hui Yang
Inverse problems are prevalent across various disciplines in science and engineering. In the field of computer vision, tasks such as inpainting, deblurring, and super-resolution ar…
cs.CV2024
Enhancing Diffusion Models for Inverse Problems with Covariance-Aware Posterior Sampling
Shayan Mohajer Hamidi, En-Hui Yang
Inverse problems exist in many disciplines of science and engineering. In computer vision, for example, tasks such as inpainting, deblurring, and super resolution can be effectivel…