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Adversarial Attack datasets

archive 2025-07-28

11 datasets carry the task tag "Adversarial Attack" (the task itself: Adversarial Attack), ordered by the archive's paper count. Page 1 of 1: 11 shown of 11. 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 Attack 11

Adversarial Attack datasets 1–11 of 11

CIFAR-10
description withheld: archive row vandalised before snapshot
ImagesImage ClassificationClassificationImage GenerationZero-Shot LearningAnomaly DetectionImage Retrieval+58 tasks
16,145 papers · 91 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
WSJ0-2mix
WSJ0-2mix is a speech recognition corpus of speech mixtures using utterances from the Wall Street Journal (WSJ0) corpus.
SpeechSpeech SeparationAudio Source SeparationAdversarial Attack
159 papers · 3 benchmarks
ImageNet-P
ImageNet-P consists of noise, blur, weather, and digital distortions.
TextsImage ClassificationDomain GeneralizationAdversarial Attack
32 papers · 1 benchmark
NAS-Bench-1Shot1
NAS-Bench-1Shot1 draws on the recent large-scale tabular benchmark NAS-Bench-101 for cheap anytime evaluations of one-shot NAS methods.
AutoMLNeural Architecture SearchAdversarial Attack
24 papers · 0 benchmarks
comma 2k19
comma 2k19 is a dataset of over 33 hours of commute in California's 280 highway.
Autonomous VehiclesLane DetectionAdversarial Attack
11 papers · 0 benchmarks
TCAB (Text Classification Attack Benchmark)
Text Classification Attack Benchmark (TCAB) is a dataset for analyzing, understanding, detecting, and labeling adversarial attacks against text classifiers.
TextsText ClassificationSentiment AnalysisAdversarial Attack
3 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
Cifar10Mnist
The Cifar10Mnist dataset is created using CIFAR-10 and MNIST data sources.
ImagesMulti-Task LearningAdversarial Attack
1 paper · 0 benchmarks
PointDenoisingBenchmark
The PointDenoisingBenchmark dataset features 28 different shapes, split into 18 training shapes and 10 test shapes.
3DDenoisingAdversarial AttackAbusive Language
1 paper · 0 benchmarks
REAP
REAP is a digital benchmark that allows the user to evaluate patch attacks on real images, and under real-world conditions.
ImagesAdversarial Attack
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.