There are 5 repositories under robustness topic.
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
A curated (most recent) list of resources for Learning with Noisy Labels
Out-of-distribution detection, robustness, and generalization resources. The repository contains a professionally curated list of papers, tutorials, books, videos, articles and open-source libraries etc
Awesome-LLM-Robustness: a curated list of Uncertainty, Reliability and Robustness in Large Language Models
A Harder ImageNet Test Set (CVPR 2021)
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
A curated list of papers in Test-time Adaptation, Test-time Training and Source-free Domain Adaptation
Diffusion Classifier leverages pretrained diffusion models to perform zero-shot classification without additional training
Adversarial attacks and defenses on Graph Neural Networks.
Benchmark your model on out-of-distribution datasets with carefully collected human comparison data (NeurIPS 2021 Oral)
A curated list of trustworthy deep learning papers. Daily updating...
Tensorflow implementation of "Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network"
EasyRobust: an Easy-to-use library for state-of-the-art Robust Computer Vision Research with PyTorch.
💡 Adversarial attacks on explanations and how to defend them
auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs
[NeurIPS 2023] RoboDepth: Robust Out-of-Distribution Depth Estimation under Corruptions
ImageNet-R(endition) and DeepAugment (ICCV 2021)
A preliminary evaluation of ChatGPT/GPT-4 for machine translation.
A new test set for ImageNet
alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP 2021, 2022, and 2023)
Code & data accompanying the NeurIPS 2020 paper "Iterative Deep Graph Learning for Graph Neural Networks: Better and Robust Node Embeddings".
Repo for "Benchmarking Robustness of 3D Point Cloud Recognition against Common Corruptions" https://arxiv.org/abs/2201.12296
Code, data and benchmark from the paper "Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming" (NeurIPS 2019 ML4AD)
[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.
A repository and benchmark for online test-time adaptation.
Benchmarking and Analyzing Point Cloud Perception Robustness under Corruptions
Fiddler Auditor is a tool to evaluate language models.