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Experiment

Benchmarks

Task NameDataset NameSOTA ResultTrend
Annotation AccuracyExperiment 1 (test)
F1 Score (Ga)100
40
Touch Pointing Parameter EstimationExperiment 3 (Leave-One-Out Cross-Validation)
R20.948
22
Touch Pointing Parameter EstimationExperiment 3 Full Aggregate Data (train)
R20.991
22
Modeling pointing movement timeExperiment 2 no-correction condition
Adjusted R-squared0.9622
14
Success Rate and Distribution Parameter RegressionExperiment 2 (LOOCV)
R2 Score0.947
14
Success Rate and Distribution Parameter RegressionExperiment 2
R20.999
14
Network Security Policy EnforcementExperiment Thread Network 1
Requests Sent100
12
Success Rate PredictionExperiment 1 (LOOCV)
R22.64
10
Success Rate PredictionExperiment 1
R22.65
10
ITE estimationExperiment B Cluster constant (test)
MSE0.011
8
Response predictionExperiment B Cluster constant covariates
MSE0.507
7
Trajectory PlanningExperiment Simulation 1
Trajectory Time (s)4.46
7
Approximate Bayesian InferenceExperiment 5D input Gaussian Process 4.2.1
Expected NLL (Hyper)0.31
6
Geometric Specificity MeasurementExperiment 2 Small-deformation regime lambda=0.05
RM (\u03BB=0.05)161.73
6
Lyrics-to-song generationExperiment 3 (evaluation set)
CLAP0.417
5
Bayesian Reinforcement LearningExperiment 6.4
Mean Cost0.66
4
Bayesian Reinforcement LearningExperiment 6.3
Mean Cost7.15
4
Bayesian Reinforcement LearningExperiment 6.2
Mean Cost1.75
4
Bayesian Reinforcement LearningExperiment 6.1
Mean Cost0.67
4
Fairness-constrained classificationExperiment E6 (test)
Best Loss2.9
4
Fairness-constrained classificationExperiment E4 (test)
Best Loss0.41
4
Fairness-constrained classificationExperiment E3 (test)
Best Loss0.42
4
Fairness-constrained classificationExperiment E2 (test)
Best Loss0.42
4
Fairness-constrained classificationExperiment E1 (test)
Best Loss0.41
4
box_logsumexp optimizationExperiment d = 20 3
Test Relative Error0.031
4
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