Litu Rout | DeepAI

DeepAI AI Chat

Featured Co-authors

Evgeny Burnaev
135 publications
Alexandros G. Dimakis
66 publications
Constantine Caramanis
56 publications
Sanjay Shakkottai
49 publications
Deepak Mishra
46 publications
Alexander Korotin
29 publications
Giannis Daras
14 publications
Advait Parulekar
8 publications
Alexander Filippov
5 publications
Matthew Faw
5 publications
Ankur Garg
4 publications

∙ 07/02/2023

Solving Linear Inverse Problems Provably via Posterior Sampling with Latent Diffusion Models

We present the first framework to solve linear inverse problems leveragi...

0 Litu Rout, et al. ∙

∙ 02/13/2023

Beyond Uniform Smoothness: A Stopped Analysis of Adaptive SGD

This work considers the problem of finding a first-order stationary poin...

0 Matthew Faw, et al. ∙

∙ 02/02/2023

A Theoretical Justification for Image Inpainting using Denoising Diffusion Probabilistic Models

We provide a theoretical justification for sample recovery using diffusi...

0 Litu Rout, et al. ∙

∙ 02/02/2022

Unpaired Image Super-Resolution with Optimal Transport Maps

Real-world image super-resolution (SR) tasks often do not have paired da...

0 Milena Gazdieva, et al. ∙

∙ 10/06/2021

Generative Modeling with Optimal Transport Maps

With the discovery of Wasserstein GANs, Optimal Transport (OT) has becom...

0 Litu Rout, et al. ∙

∙ 10/01/2020

Understanding the Role of Adversarial Regularization in Supervised Learning

Despite numerous attempts sought to provide empirical evidence of advers...

0 Litu Rout, et al. ∙

∙ 10/01/2020

Why Adversarial Interaction Creates Non-Homogeneous Patterns: A Pseudo-Reaction-Diffusion Model for Turing Instability

Long after Turing's seminal Reaction-Diffusion (RD) model, the elegance ...

0 Litu Rout, et al. ∙

∙ 04/08/2020

Monte-Carlo Siamese Policy on Actor for Satellite Image Super Resolution

In the past few years supervised and adversarial learning have been wide...

0 Litu Rout, et al. ∙

∙ 04/08/2020

S2A: Wasserstein GAN with Spatio-Spectral Laplacian Attention for Multi-Spectral Band Synthesis

Intersection of adversarial learning and satellite image processing is a...

0 Litu Rout, et al. ∙

∙ 10/30/2019

Is Supervised Learning With Adversarial Features Provably Better Than Sole Supervision?

Generative Adversarial Networks (GAN) have shown promising results on a ...

0 Litu Rout, et al. ∙

∙ 06/04/2019

Learning Rotation Adaptive Correlation Filters in Robust Visual Object Tracking

Visual object tracking is one of the major challenges in the field of co...

0 Litu Rout, et al. ∙

∙ 05/07/2019

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

Convolutional Neural Network (CNN) is achieving remarkable progress in v...

0 Litu Rout, et al. ∙

∙ 09/18/2017

Rotation Adaptive Visual Object Tracking with Motion Consistency

Visual Object tracking research has undergone significant improvement in...

0 Litu Rout, et al. ∙

Are you a researcher?
Expose your work
to one of the largest
A.I. communities in the world