| AugLy: Data Augmentations for Robustness | Jan 17, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 5 |
| LORE: Lagrangian-Optimized Robust Embeddings for Visual Encoders | May 24, 2025 | Adversarial RobustnessOut-of-Distribution Generalization | CodeCode Available | 4 |
| Improving Alignment and Robustness with Circuit Breakers | Jun 6, 2024 | Adversarial Robustness | CodeCode Available | 3 |
| Quantifying the robustness of deep multispectral segmentation models against natural perturbations and data poisoning | May 18, 2023 | Adversarial RobustnessData Poisoning | CodeCode Available | 3 |
| Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples | Jun 18, 2021 | Adversarial Robustness | CodeCode Available | 3 |
| Adversarial Robustness Toolbox v1.0.0 | Jul 3, 2018 | Adversarial RobustnessBIG-bench Machine Learning | CodeCode Available | 3 |
| Artificial Kuramoto Oscillatory Neurons | Oct 17, 2024 | Adversarial RobustnessObject Discovery | CodeCode Available | 2 |
| MIBench: A Comprehensive Framework for Benchmarking Model Inversion Attack and Defense | Oct 7, 2024 | Adversarial RobustnessBenchmarking | CodeCode Available | 2 |
| Dissecting Adversarial Robustness of Multimodal LM Agents | Jun 18, 2024 | Adversarial RobustnessAdversarial Text | CodeCode Available | 2 |
| An Unsupervised Approach to Achieve Supervised-Level Explainability in Healthcare Records | Jun 13, 2024 | Adversarial RobustnessExplainable Artificial Intelligence (XAI) | CodeCode Available | 2 |
| RAID: A Shared Benchmark for Robust Evaluation of Machine-Generated Text Detectors | May 13, 2024 | Adversarial RobustnessText Detection | CodeCode Available | 2 |
| ALERT: A Comprehensive Benchmark for Assessing Large Language Models' Safety through Red Teaming | Apr 6, 2024 | Adversarial RobustnessDialogue Safety Prediction | CodeCode Available | 2 |
| One Prompt Word is Enough to Boost Adversarial Robustness for Pre-trained Vision-Language Models | Mar 4, 2024 | Adversarial AttackAdversarial Robustness | CodeCode Available | 2 |
| Authorship Obfuscation in Multilingual Machine-Generated Text Detection | Jan 15, 2024 | Adversarial RobustnessBenchmarking | CodeCode Available | 2 |
| A Survey on Deep Neural Network Pruning-Taxonomy, Comparison, Analysis, and Recommendations | Aug 13, 2023 | Adversarial RobustnessNetwork Pruning | CodeCode Available | 2 |
| On Evaluating Adversarial Robustness of Large Vision-Language Models | May 26, 2023 | Adversarial Robustnessmultimodal generation | CodeCode Available | 2 |
| CLAIMED, a visual and scalable component library for Trusted AI | Mar 4, 2021 | Adversarial RobustnessFairness | CodeCode Available | 2 |
| Fast Minimum-norm Adversarial Attacks through Adaptive Norm Constraints | Feb 25, 2021 | Adversarial AttackAdversarial Robustness | CodeCode Available | 2 |
| NIC-RobustBench: A Comprehensive Open-Source Toolkit for Neural Image Compression and Robustness Analysis | Jun 23, 2025 | Adversarial RobustnessImage Compression | CodeCode Available | 1 |
| PatchGuard: Adversarially Robust Anomaly Detection and Localization through Vision Transformers and Pseudo Anomalies | Jun 10, 2025 | Adversarial RobustnessAnomaly Detection | CodeCode Available | 1 |
| FlowPure: Continuous Normalizing Flows for Adversarial Purification | May 19, 2025 | Adversarial PurificationAdversarial Robustness | CodeCode Available | 1 |
| GenoArmory: A Unified Evaluation Framework for Adversarial Attacks on Genomic Foundation Models | May 16, 2025 | Adversarial AttackAdversarial Defense | CodeCode Available | 1 |
| OET: Optimization-based prompt injection Evaluation Toolkit | May 1, 2025 | Adversarial RobustnessNatural Language Understanding | CodeCode Available | 1 |
| Fast and Low-Cost Genomic Foundation Models via Outlier Removal | May 1, 2025 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| R-TPT: Improving Adversarial Robustness of Vision-Language Models through Test-Time Prompt Tuning | Apr 15, 2025 | Adversarial Robustness | CodeCode Available | 1 |
| CLIP is Strong Enough to Fight Back: Test-time Counterattacks towards Zero-shot Adversarial Robustness of CLIP | Mar 5, 2025 | Adversarial RobustnessImage-text matching | CodeCode Available | 1 |
| TAET: Two-Stage Adversarial Equalization Training on Long-Tailed Distributions | Mar 2, 2025 | Adversarial RobustnessComputational Efficiency | CodeCode Available | 1 |
| Towards Optimal Adversarial Robust Reinforcement Learning with Infinity Measurement Error | Feb 23, 2025 | Adversarial RobustnessDeep Reinforcement Learning | CodeCode Available | 1 |
| Adversarial Reasoning at Jailbreaking Time | Feb 3, 2025 | Adversarial Robustness | CodeCode Available | 1 |
| Robust-LLaVA: On the Effectiveness of Large-Scale Robust Image Encoders for Multi-modal Large Language Models | Feb 3, 2025 | Adversarial RobustnessImage Captioning | CodeCode Available | 1 |
| An Adaptive Orthogonal Convolution Scheme for Efficient and Flexible CNN Architectures | Jan 14, 2025 | Adversarial Robustness | CodeCode Available | 1 |
| Human-in-the-Loop Generation of Adversarial Texts: A Case Study on Tibetan Script | Dec 17, 2024 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Adversarial Robustness of Bottleneck Injected Deep Neural Networks for Task-Oriented Communication | Dec 13, 2024 | Adversarial Robustness | CodeCode Available | 1 |
| IQA-Adapter: Exploring Knowledge Transfer from Image Quality Assessment to Diffusion-based Generative Models | Dec 2, 2024 | Adversarial RobustnessConditional Image Generation | CodeCode Available | 1 |
| Text-Guided Attention is All You Need for Zero-Shot Robustness in Vision-Language Models | Oct 29, 2024 | Adversarial RobustnessAll | CodeCode Available | 1 |
| Towards Physically Realizable Adversarial Attacks in Embodied Vision Navigation | Sep 16, 2024 | Adversarial Robustnessobject-detection | CodeCode Available | 1 |
| Enhancing adversarial robustness in Natural Language Inference using explanations | Sep 11, 2024 | Adversarial RobustnessNatural Language Inference | CodeCode Available | 1 |
| Adversarial Pruning: A Survey and Benchmark of Pruning Methods for Adversarial Robustness | Sep 2, 2024 | Adversarial RobustnessNetwork Pruning | CodeCode Available | 1 |
| PADetBench: Towards Benchmarking Physical Attacks against Object Detection | Aug 17, 2024 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| Can Large Language Models Improve the Adversarial Robustness of Graph Neural Networks? | Aug 16, 2024 | Adversarial Robustness | CodeCode Available | 1 |
| Efficient Image-to-Image Diffusion Classifier for Adversarial Robustness | Aug 16, 2024 | Adversarial Robustnessimage-classification | CodeCode Available | 1 |
| TabularBench: Benchmarking Adversarial Robustness for Tabular Deep Learning in Real-world Use-cases | Aug 14, 2024 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| Ensemble everything everywhere: Multi-scale aggregation for adversarial robustness | Aug 8, 2024 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Guardians of Image Quality: Benchmarking Defenses Against Adversarial Attacks on Image Quality Metrics | Aug 2, 2024 | Adversarial AttackAdversarial Purification | CodeCode Available | 1 |
| Adversarial Robustification via Text-to-Image Diffusion Models | Jul 26, 2024 | Adversarial Robustnesszero-shot-classification | CodeCode Available | 1 |
| SegSTRONG-C: Segmenting Surgical Tools Robustly On Non-adversarial Generated Corruptions -- An EndoVis'24 Challenge | Jul 16, 2024 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| PartImageNet++ Dataset: Scaling up Part-based Models for Robust Recognition | Jul 15, 2024 | Adversarial RobustnessInductive Bias | CodeCode Available | 1 |
| HO-FMN: Hyperparameter Optimization for Fast Minimum-Norm Attacks | Jul 11, 2024 | Adversarial RobustnessHyperparameter Optimization | CodeCode Available | 1 |
| Towards Evaluating the Robustness of Visual State Space Models | Jun 13, 2024 | Adversarial Robustnessobject-detection | CodeCode Available | 1 |
| On Evaluating Adversarial Robustness of Volumetric Medical Segmentation Models | Jun 12, 2024 | Adversarial RobustnessMamba | CodeCode Available | 1 |
