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Papers Benchmarks Datasets Tasks

Causal Representation Learning research benchmarks · SOTA2 Research

Causal Representation Learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Synthetic Numerical Experiments

two-stage method

0.99R^2 Stage 1

17

Apr 16, 2026

MultiModal3DIdent

0.82MCC

5

May 20, 2026

98.94MIC

5

Feb 26, 2026

97D

5

Feb 26, 2026

0.99D

5

Feb 26, 2026

Gene Regulatory Network

Wasserstein-based module

0.98MCC

4

May 20, 2026

0.99D

4

Feb 26, 2026

41.78MIC

3

Feb 26, 2026

60.26MIC

3

Feb 26, 2026

98.88MIC

3

Feb 26, 2026

Multi-environment soft interventions

—

—Primary metric

0

Apr 28, 2026

Multi-node interventional CRL

—

—Primary metric

0

Feb 26, 2026

Popular datasets

CelebA Pendulum 2D toy data Causal3DIdent CausalCircuit

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