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Binary Classification

Papers

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Showing 2526–2550 of 2574 papers

TitleStatusHype
A study on cost behaviors of binary classification measures in class-imbalanced problems—0
Ranking via Robust Binary Classification and Parallel Parameter Estimation in Large-Scale Data—0
Thresholding Classifiers to Maximize F1 ScoreCode0
The Sampling-and-Learning Framework: A Statistical View of Evolutionary Algorithms—0
Binary Classifier Calibration: Bayesian Non-Parametric Approach—0
A Fused Elastic Net Logistic Regression Model for Multi-Task Binary Classification—0
3D Interest Point Detection via Discriminative Learning—0
Manifold regularized kernel logistic regression for web image annotation—0
A MapReduce based distributed SVM algorithm for binary classification—0
A Methodology for Player Modeling based on Machine Learning—0
The Law of Total Odds—0
Robust Bloom Filters for Large MultiLabel Classification Tasks—0
Information-theoretic lower bounds for distributed statistical estimation with communication constraints—0
On the Relationship Between Binary Classification, Bipartite Ranking, and Binary Class Probability Estimation—0
Learning with Noisy Labels—0
A U-statistic estimator for the variance of resampling-based error estimators—0
On the Bayes-optimality of F-measure maximizers—0
Building Bridges: Viewing Active Learning from the Multi-Armed Bandit Lens—0
Stochastic Optimization for Machine Learning—0
Multiclass learnability and the ERM principle—0
When is the majority-vote classifier beneficial?—0
Dimensionality Detection and Integration of Multiple Data Sources via the GP-LVM—0
Supersparse Linear Integer Models for Predictive Scoring Systems—0
Auditing: Active Learning with Outcome-Dependent Query Costs—0
Rolling Riemannian Manifolds to Solve the Multi-class Classification Problem—0
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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