Datasets › Colored-MNIST(with spurious correlation)

Colored-MNIST(with spurious correlation)

Introduced by Martin Arjovsky et al. in Invariant Risk Minimization5 Jul 2019 archive 2025-07-28

This is a dataset with spurious correlations which can be used to evaluate machine learning methods for out-of-distribution generalization, causal inference, and related field.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Image Classification Colored-MNIST(with spurious correlation) MLP-DecAug Accuracy 69.60 DecAug: Out-of-Distribution Generalization via... HaoyueBaiZJU/DecAug 6 Compare

Papers archive 2025-07-28

6 shown of 6 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 6. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation 1 1 17 Dec 2020 not harvested
Out-of-Distribution Generalization via Risk Extrapolation (REx) 4 1 2 Mar 2020 ran 3 of 4 samples (1 unverified; 3 pointer-only for licence)
Invariant Risk Minimization Games 3 1 11 Feb 2020 not harvested
Invariant Risk Minimization 18 1 5 Jul 2019 ran 18 of 30 samples (12 unverified; 10 pointer-only for licence)
Domain Generalization by Solving Jigsaw Puzzles 2 1 16 Mar 2019 not harvested
Empirical Risk Minimization for Stochastic Convex Optimization: O(1/n)- and O(1/n²)-type of Risk Bounds 0 1 7 Feb 2017 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • Colored-MNIST(with spurious correlation)

1 variant name, as the archive lists them.

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