Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing

NAACL 2022 paper on Analyzing Modality Robustness in Multimodal Sentiment Analysis

We investigated corruption robustness across different architectures including Convolutional Neural Networks, Vision Transformers, and the MLP-Mixer.

Official repository of our submission "Adversarial Robustness through the Lens of Convolutional Filters" for the CVPR2022 Workshop "The Art of Robustness: Devil and Angel in Adversarial Machine Learning Workshop"

IQClab - gateway for robustness analysis and control design

Potential of 2D Priors for Improving Robustness of Ill-Posed 3D Reconstruction

[Elsevier Image and Vision Computing] How robust are discriminatively trained zero-shot learning models?

Analyzing and Improving the Robustness of Tabular Classifiers using Counterfactual Explanations

Official repository for the paper: "On Adversarial Training without Perturbing all Examples", Accepted at ICLR 2024

Uncertainty Quantification and Sensitivity Analysis developed by the PPMI Group at UKAEA

Project repo for UWaterloo graduate course - ECE653. It involves comparing robustness, implementing new GAN based attack and extending CleverHans library with DeepFool attack.

This repository contains research work on Adversarial Robustness Analysis for Deep Models.

Network Analysis of Robustness

To verify and analyze classification properties of the neural networks when a small perturbation is applied to the image from MNIST, CIFAR-10 (and both with prepared Blured-Image) dataset.

Research project that focuses on observing the Resilience of Delhi Road Networks to Traffic Disruptions

🌺 Algoritmos usados para consulta e material de estudo.

Applying econometric analysis to observe the effect of paid & free apps developed by small, medium & large firms app developers on total number of active users

Demonstration of robustness analysis for (multistage) adaptive optimization problems

Course project for NLP class, Fall 2021 at ETH Zurich: Assessing the robustness of the Seq2Seq neural machine translation.

An end-to-end test case robustness evaluator for web application using Selenium