SOTAVerified

Binary Classification

Papers

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Showing 1991–2000 of 2574 papers

TitleStatusHype
On the Consistency of Ordinal Regression Methods—0
On the Development of Binary Classification Algorithm Based on Principles of Geometry and Statistical Inference—0
On the Direction of Discrimination: An Information-Theoretic Analysis of Disparate Impact in Machine Learning—0
On the Effective Number of Linear Regions in Shallow Univariate ReLU Networks: Convergence Guarantees and Implicit Bias—0
On the Efficiency of Subclass Knowledge Distillation in Classification Tasks—0
On the equivalence between Kolmogorov-Smirnov and ROC curve metrics for binary classification—0
On the Equivalence between Online and Private Learnability beyond Binary Classification—0
On the existence of consistent adversarial attacks in high-dimensional linear classification—0
On the existence of solutions to adversarial training in multiclass classification—0
On the Generalization Ability of Unsupervised Pretraining—0
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All datasetsfakekickstarterGlyphnet DatasetTII-SSRC-23

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Trompt + OpenAI embeddingAUROC0.98—Unverified
2LightGBM + OpenAI embeddingAUROC0.97—Unverified
3FTTransformer + RoBERTa fintuneAUROC0.96—Unverified
4LightGBM + RoBERTa embeddingAUROC0.95—Unverified
5FTTransformer + RoBERTa embeddingAUROC0.94—Unverified
6ResNet + RoBERTa embeddingAUROC0.93—Unverified
7ResNet + OpenAI embeddingAUROC0.92—Unverified
8FTTransformer + OpenAI embeddingAUROC0.91—Unverified
#ModelMetricClaimedVerifiedStatus
1Trompt + OpenAI embeddingAUROC0.81—Unverified
2Multimodal-Net All-TextAUROC0.8—Unverified
3ResNet + RoBERTa finetuneAUROC0.79—Unverified
4LightGBM + RoBERTa embeddingAUROC0.77—Unverified
#ModelMetricClaimedVerifiedStatus
1Attention based CNNF1 score0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1XGBoostF1-Score98.79—Unverified