Popular GitHub Repositories for Corruption

Corruption and Perturbation Robustness (ICLR 2019)

Official PyTorch implementation of Fully Attentional Networks

[USENIX Security 2025] PoisonedRAG: Knowledge Corruption Attacks to Retrieval-Augmented Generation of Large Language Models

[IV2024] MultiCorrupt: A benchmark for robust multi-modal 3D object detection, evaluating LiDAR-Camera fusion models in autonomous driving. Includes diverse corruption types (e.g., misalignment, miscalibration, weather) and severity levels. Assess model performance under challenging conditions.

Lectures on "crime and political corruption analysis using data mining, machine learning and complex networks" at the School of Applied Mathematics in the Institute of Mathematics and Computer Science at University of São Paulo

Adversarial Attacks and Defenses via Image perturbations

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

Effective and Robust Adversarial Training Against Data and Label Corruptions

This project evaluates the robustness of image classification models against adversarial attacks using two key metrics: Adversarial Distance and CLEVER. The study employs variants of the WideResNet model, including a standard and a corruption-trained robust model, trained on the CIFAR-10 dataset. Key insights reveal that the CLEVER Score serves as

A research project demonstrating the impact of anti-systemic movements on modern society and familiarizing users with forms of countercultural practices in an interactive and educational format.

framework for detecting hallucinations in LLM chain-of-thought reasoning. Features synthetic data corruption, transformer-based classifiers, Streamlit UI, and FastAPI backend.