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Adversarial Robustness datasets

archive 2025-07-28

13 datasets carry the task tag "Adversarial Robustness" (the task itself: Adversarial Robustness), ordered by the archive's paper count. Page 1 of 1: 13 shown of 13. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Filter 51 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

All 12,172 Question Answering 413Semantic Segmentation 347Object Detection 332Image Classification 283Classification 222Text Classification 167Language Modelling 166Text Generation 162Visual Question Answering (VQA) 144Named Entity Recognition (NER) 130Pose Estimation 124Anomaly Detection 119Action Recognition 115Instance Segmentation 111Sentiment Analysis 104Text Summarization 98Domain Adaptation 96Speech Recognition 96Reading Comprehension 95Information Retrieval 932D Object Detection 92Image Retrieval 87Machine Translation 82Relation Extraction 822D Semantic Segmentation 81Natural Language Inference 81Image Captioning 79Image Generation 79Depth Estimation 77Node Classification 75Natural Language Understanding 72Autonomous Driving 70Code Generation 70Object Tracking 693D Object Detection 67Face Recognition 67Link Prediction 67Person Re-Identification 65Data Augmentation 63Multi-Task Learning 593D Reconstruction 58Common Sense Reasoning 56Recommendation Systems 56Video Understanding 56Optical Character Recognition (OCR) 55Graph Classification 54Abstractive Text Summarization 52Emotion Recognition 52Medical Image Segmentation 52Word Embeddings 52Adversarial Robustness 13

Adversarial Robustness datasets 1–13 of 13

CIFAR-10
description withheld: archive row vandalised before snapshot
ImagesImage ClassificationClassificationImage GenerationZero-Shot LearningAnomaly DetectionImage Retrieval+58 tasks
16,145 papers · 91 benchmarks
ImageNet
The ImageNet dataset contains 14,197,122 annotated images according to the WordNet hierarchy.
ImagesImage ClassificationClassificationImage GenerationZero-Shot LearningVisual Question Answering (VQA)Few-Shot Image Classification+37 tasks
15,430 papers · 52 benchmarks
CIFAR-100
The CIFAR-100 dataset (Canadian Institute for Advanced Research, 100 classes) is a subset of the Tiny Images dataset and consists of 60000 32x32 color images.
ImagesImage ClassificationClassificationImage GenerationZero-Shot LearningAnomaly DetectionFew-Shot Image Classification+37 tasks
9,045 papers · 51 benchmarks
ImageNet-C
ImageNet-C is an open source data set that consists of algorithmically generated corruptions (blur, noise) applied to the ImageNet test-set.
ImagesUnsupervised Domain AdaptationDomain GeneralizationAdversarial RobustnessTest-time Adaptation
602 papers · 4 benchmarks
ImageNet-A
The ImageNet-A dataset consists of real-world, unmodified, and naturally occurring examples that are misclassified by ResNet models.
ImagesUnsupervised Domain AdaptationDomain GeneralizationZero-Shot Transfer Image ClassificationPrompt EngineeringAdversarial Robustness
431 papers · 5 benchmarks
Stylized ImageNet
The Stylized-ImageNet dataset is created by removing local texture cues in ImageNet while retaining global shape information on natural images via AdaIN style transfer.
ImagesImage ClassificationDomain GeneralizationAdversarial Robustness
106 papers · 1 benchmark
AdvGLUE (Adversarial GLUE)
Adversarial GLUE (AdvGLUE) is a new multi-task benchmark to quantitatively and thoroughly explore and evaluate the vulnerabilities of modern large-scale language models under various types of adversarial attacks.
TextsLanguage ModellingAdversarial Robustness
36 papers · 1 benchmark
ImageNet-Patch
ImageNet-Patch: A Dataset for Benchmarking Machine Learning Robustness against Adversarial Patches Adversarial patches are optimized contiguous pixel blocks in an input image that cause a machine-learning model to misclassify it.
ImagesImage ClassificationAdversarial Robustness
5 papers · 0 benchmarks
CLEAR-Bias (Corpus for Linguistic Evaluation of Adversarial Robustness against Bias)
CLEAR-Bias is a benchmark dataset designed to evaluate the robustness of large language models (LLMs) against bias elicitation, particularly under adversarial conditions.
TextsAdversarial RobustnessBias DetectionAI and SafetyLLM Jailbreak
2 papers · 0 benchmarks
AdvSuffixes (Adversarial Suffixes)
AdvSuffixes - Information AdvSuffixes is a curated dataset of adversarial prompts and suffixes designed to evaluate and enhance the robustness of large language models (LLMs) against adversarial attacks.
TextsAdversarial RobustnessAdversarial Attack
1 paper · 0 benchmarks
OSN-transmission_mini_CelebA
This is the paper “DF-RAP: A Robust Adversarial Perturbation for Defending against Deepfakes in Real-world Social Network Scenarios" OSN-transmission CelebA sampling dataset collected by manual upload and download.
ImagesImage CompressionAdversarial Robustness
1 paper · 0 benchmarks
SHADR (sythetic SDoH Human Annotated Demographic Robustness dataset (SHADR))
SDoH Human Annotated Demoographic Robustness (SHADR) Dataset Overview The Social determinants of health (SDoH) play a pivotal role in determining patient outcomes.
TextsClassificationAdversarial RobustnessEthics
1 paper · 0 benchmarks
Speech Robust Bench
Click to add a brief description of the dataset (Markdown and LaTeX enabled).
AudioAdversarial RobustnessRobust Speech Recognition
1 paper · 0 benchmarks

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.