List your company

ResearchFormerly WizWand

Bank

Benchmarks

TaskDatasetSOTA resultTrendResults

Multi-label classification

bank

63.19Accuracy

7

Decision Tree Rashomon Set construction

Bank

2.43Runtime (s)

6

Tabular Classification

bank small-d 16

0.672Performance Score

6

Tabular Classification

bank HardCOp4DN S2noi

68.6Performance Score

6

bank UCI/KEEL (test)

89.31Accuracy

6

bank UCI (test)

98.8Accuracy

6

Shapley value approximation

bank

0.004MSE

6

Future Window Prediction

Bank

0.79MAE

6

Current Window Prediction

Bank

0.35MAE

6

Previous Window Prediction

Bank

0.76MAE

6

Binary Classification

Bank (test)

90.9Accuracy (Mean)

5

Ruleset Learning

Bank (test)

4Maximum Rule Width

5

domain-specific question answering

bank

87.94Accuracy

5

Fairness Testing

Bank

1,744Count of Individual Fairness Disparities

5

Decision Tree Rashomon Set Calculation

Bank

141.28Runtime

4

Rashomon set approximation

Bank 97

100Recall

4

Fairness Quantification

Bank

0Disparity Gap

4

Bank hard cases

42.07F1-score

3

Bank (test)

77.36Macro F1

3

Counterfactual Dataset Generation

Bank (test)

24CFDs Found

3

bank (test)

0.019MSE

3

Accuracy Estimation

Bank

5.4Mean Error (Mean)

3

Private Median Estimation

Bank

0.06Median Error

2

Decision Tree Rashomon Set Enumeration

Bank 97

237PRAXIS Count

1

Model Allocation

Bank

76AUC

1