SOTAVerified

Binary Classification

Papers

Showing 12911300 of 2574 papers

TitleStatusHype
On the equivalence between Kolmogorov-Smirnov and ROC curve metrics for binary classification0
On the Equivalence between Online and Private Learnability beyond Binary Classification0
On the existence of consistent adversarial attacks in high-dimensional linear classification0
On the existence of solutions to adversarial training in multiclass classification0
On the Generalization Ability of Unsupervised Pretraining0
On the Generalization of the C-Bound to Structured Output Ensemble Methods0
On the Geometry of Receiver Operating Characteristic and Precision-Recall Curves0
On the Geometry of Regularization in Adversarial Training: High-Dimensional Asymptotics and Generalization Bounds0
On the Hardness of Robustness Transfer: A Perspective from Rademacher Complexity over Symmetric Difference Hypothesis Space0
On the Implicit Bias of Linear Equivariant Steerable Networks0
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Benchmark Results

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