Popular GitHub Repositories for Robustness

A unified evaluation framework for large language models

A Toolbox for Adversarial Robustness Research

关于domain generalization，domain adaptation，causality，robutness，prompt，optimization，generative model各式各样研究的阅读笔记

Corruption and Perturbation Robustness (ICLR 2019)

Benchmarking Generalized Out-of-Distribution Detection

PyBullet CartPole and Quadrotor environments—with CasADi symbolic a priori dynamics—for learning-based control and RL

Raising the Cost of Malicious AI-Powered Image Editing

Code and information for face image quality assessment with SER-FIQ

Adversarial attacks and defenses on Graph Neural Networks.

auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs

alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP 2021, 2022, 2023, and 2024)

[NeurIPS 2023] RoboDepth: Robust Out-of-Distribution Depth Estimation under Corruptions

A preliminary evaluation of ChatGPT/GPT-4 for machine translation.

Code & data accompanying the NeurIPS 2020 paper "Iterative Deep Graph Learning for Graph Neural Networks: Better and Robust Node Embeddings".

Code, data and benchmark from the paper "Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming" (NeurIPS 2019 ML4AD)

Fiddler Auditor is a tool to evaluate language models.

[NeurIPS 2021]: Are Transformers More Robust Than CNNs? (Pytorch implementation & checkpoints)

Official TensorFlow Implementation of Adversarial Training for Free! which trains robust models at no extra cost compared to natural training.

Square Attack: a query-efficient black-box adversarial attack via random search [ECCV 2020]

Graph Information Bottleneck (GIB) for learning minimal sufficient structural and feature information using GNNs