robustness-analysis

Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing

A lightweight Python package for setting up robustness experiments and to compute robustness distributions.

NAACL 2022 paper on Analyzing Modality Robustness in Multimodal Sentiment Analysis

Official Code for "Can These Views Be One Scene?"

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

IQClab - gateway for robustness analysis and control design

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"

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

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

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.

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.

Built on JSBSim, a high-fidelity swarm drone beyond-visual-range (BVR) air combat simulation platform features 6-DOF flight dynamics, credible AIM-120C-5 missile physics, non-ideal perception with distance-scaled noise, absolute-state Kalman filter, parallel sandboxed strategies, and Tacview-compatible ACMI replay for validating strategy robustness

R and Stata package for reproducibility, replicability and robustness analysis using multiverse and specification-curve results.

𝒮𝒟-2 · System Deviation Diagnosis — a robustness diagnosis framework for end-to-end (E2E) autonomous driving. Decomposes the driving pipeline (vision → semantic → planning → control → outcome), measures stage-wise deviation between clean and stress CARLA runs, and localizes where robustness first collapses (InterFuser, TransFuser).

DeepProv: Behavioral Characterization and Repair of Neural Networks via Inference Provenance Graph Analysis

Analyzing semantic segmentation robustness in adverse-weather driving scenes