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Stochastic Optimization datasets

archive 2025-07-28

11 datasets carry the task tag "Stochastic Optimization" (the task itself: Stochastic Optimization), 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 52Stochastic Optimization 11

Stochastic Optimization 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
MNIST
The MNIST database (Modified National Institute of Standards and Technology database) is a large collection of handwritten digits.
ImagesImage ClassificationSpeech RecognitionQuestion AnsweringImage GenerationText ClassificationAnomaly Detection+55 tasks
7,651 papers · 44 benchmarks
GLUE (General Language Understanding Evaluation benchmark)
General Language Understanding Evaluation (GLUE) benchmark is a collection of nine natural language understanding tasks, including single-sentence tasks CoLA and SST-2, similarity and paraphrasing tasks MRPC, STS-B and QQP, and natural…
TextsClassificationText ClassificationText GenerationFew-Shot LearningNatural Language InferenceSemantic Textual Similarity+8 tasks
3,197 papers · 13 benchmarks
Penn Treebank
The English Penn Treebank (PTB) corpus, and in particular the section of the corpus corresponding to the articles of Wall Street Journal (WSJ), is one of the most known and used corpus for the evaluation of models for sequence labelling.
TextsLanguage ModellingOpen Information ExtractionDependency ParsingPart-Of-Speech TaggingStochastic OptimizationConstituency Parsing+4 tasks
1,006 papers · 10 benchmarks
AG News (AG’s News Corpus)
AG News (AG’s News Corpus) is a subdataset of AG's corpus of news articles constructed by assembling titles and description fields of articles from the 4 largest classes (“World”, “Sports”, “Business”, “Sci/Tech”) of AG’s Corpus.
TextsText ClassificationAnomaly DetectionStochastic OptimizationTopic ModelsShort Text ClusteringUnsupervised Text Classification+3 tasks
969 papers · 9 benchmarks
CoLA (Corpus of Linguistic Acceptability)
The Corpus of Linguistic Acceptability (CoLA) consists of 10657 sentences from 23 linguistics publications, expertly annotated for acceptability (grammaticality) by their original authors.
TextsText GenerationStochastic OptimizationLinguistic Acceptability
710 papers · 4 benchmarks
Amazon Product Data (rithik)
This dataset contains product reviews and metadata from Amazon, including 142.8 million reviews spanning May 1996 - July 2014.
TextsGraphsText ClassificationDomain AdaptationRecommendation SystemsStochastic OptimizationWildly Unsupervised Domain AdaptationTopic Classification
41 papers · 5 benchmarks
MNIST-8M (Infinite MNIST)
MNIST8M is derived from the MNIST dataset by applying random deformations and translations to the dataset.
ImagesStochastic OptimizationActive LearningDistributed Computing
26 papers · 0 benchmarks
MSRA Hand
MSRA Hands is a dataset for hand tracking.
ImagesPose EstimationHand Pose EstimationStochastic Optimization
15 papers · 1 benchmark
OpeReid
The OpeReid dataset is a person re-identification dataset that consists of 7,413 images of 200 persons.
ImagesPerson Re-IdentificationStochastic OptimizationMetric Learning
3 papers · 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.