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Papers Benchmarks Datasets Tasks

Magic dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

Magic

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Magic (test)

99Coverage Rate

5

Ruleset Learning

Magic (test)

4Max Rule Width

5

Generative Modeling

magic

1.5Training Time

5

Watermarking Robustness

Magic

18.92Row Deletion Robustness

5

Watermark robustness against attacks

Magic

16.09Row Deletion Error (20%)

5

magic

0.197Latency (s)

5

Logic-Based Explanation Generation

MAGIC class +1

0.84Sigma(S(x))

4

Abductive Explanation Generation

MAGIC (Class -1)

0.44Sigma(MCT(E))

4

Decision Tree Rashomon Set Calculation

Magic

2,607.54Runtime

4

Rashomon set approximation

Magic-80

99.8Recall

4

MAGIC Denoising

0.048Normalized MSE

4

Binary classification

Magic

0.965AUROC

4

Binary Classification

MAGIC

92AUC

4

magic

398.9Rule Count

4

Magic

0.023ECE

3

Dimensionality Reduction

magic

76.6kNN Accuracy

3

Tabular Data Synthesis

Magic

0.814Shape Score

2

Random Forest Compilation

magic

82.05Accuracy (%A)

2

Decision Tree Rashomon Set Enumeration

Magic-80

332,550PRAXIS Count

1

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Popular tasks

Classification Tabular Data Generation Binary Classification Tabular Data Synthesis Change Point Detection

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