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Binary Classification

Papers

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Showing 1451–1475 of 2574 papers

TitleStatusHype
Unintended Selection: Persistent Qualification Rate Disparities and Interventions—0
Effectively Leveraging BERT for Legal Document Classification—0
Knowledge-Guided Paraphrase Identification—0
CVAE-based Re-anchoring for Implicit Discourse Relation Classification—0
Transformer Ensembles for Sexism Detection—0
Convergence of Uncertainty Sampling for Active Learning—0
Selective Sampling for Online Best-arm Identification—0
Pairwise Half-graph Discrimination: A Simple Graph-level Self-supervised Strategy for Pre-training Graph Neural Networks—0
ML-Based Analysis to Identify Speech Features Relevant in Predicting Alzheimer's Disease—0
Iterative Rule Extension for Logic Analysis of Data: an MILP-based heuristic to derive interpretable binary classification from large datasets—0
Adversarial robustness for latent models: Revisiting the robust-standard accuracies tradeoff—0
Medical Knowledge-Guided Deep Curriculum Learning for Elbow Fracture Diagnosis from X-Ray Images—0
Eigenbehaviour as an Indicator of Cognitive Abilities—0
Estimating the Arc Length of the Optimal ROC Curve and Lower Bounding the Maximal AUC—0
Accelerating Genetic Programming using GPUsCode0
ETF Risk Models—0
Resource-constrained Federated Edge Learning with Heterogeneous Data: Formulation and Analysis—0
Implicit Bias of Linear Equivariant NetworksCode0
Dealing with Disagreements: Looking Beyond the Majority Vote in Subjective AnnotationsCode0
SCEHR: Supervised Contrastive Learning for Clinical Risk Prediction using Electronic Health RecordsCode0
FoodChem: A food-chemical relation extraction modelCode0
Tradeoffs in Streaming Binary Classification under Limited Inspection Resources—0
An Experimental Evaluation on Deepfake Detection using Deep Face Recognition—0
Introducing the DOME Activation Functions—0
Fundamental Limits of Transfer Learning in Binary Classifications—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