activity
20172026
most citedDeepSWIR: A Deep Learning Based Approach for the Synthesis of Short-Wave InfraRed Band using Multi-Sensor Concurrent Datasets

5 citations · 12 across the 6 of their papers we have counts for

collaborators
Showing stat.MLShow all

2 papers · 1 filter

stat.ML2023★ 2 cited

Beyond Uniform Smoothness: A Stopped Analysis of Adaptive SGD

Matthew Faw, Litu Rout, Constantine Caramanis +1

This work considers the problem of finding a first-order stationary point of a non-convex function with potentially unbounded smoothness constant using a stochastic gradient oracle…

stat.ML2023★ 4 cited

A Theoretical Justification for Image Inpainting using Denoising Diffusion Probabilistic Models

Litu Rout, Advait Parulekar, Constantine Caramanis +1

We provide a theoretical justification for sample recovery using diffusion based image inpainting in a linear model setting. While most inpainting algorithms require retraining wit…