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Binary Classification

Papers

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Showing 226–250 of 2574 papers

TitleStatusHype
A Self-Supervised Transformer for Unusable Shared Bike Detection—0
Adversarial Risk via Optimal Transport and Optimal Couplings—0
A Comparative Study of Speaker Role Identification in Air Traffic Communication Using Deep Learning Approaches—0
Adversarial Examples from Cryptographic Pseudo-Random Generators—0
Optimized Score Transformation for Consistent Fair Classification—0
ASE: Anomaly Scoring Based Ensemble Learning for Imbalanced Datasets—0
Estimating a sharp convergence bound for randomized ensembles—0
An Interpretable Machine Learning Approach to Understanding the Relationships between Solar Flares and Source Active Regions—0
HateBR: A Large Expert Annotated Corpus of Brazilian Instagram Comments for Offensive Language and Hate Speech Detection—0
Adversarial robustness for latent models: Revisiting the robust-standard accuracies tradeoff—0
Annotation Guidelines-Based Knowledge Augmentation: Towards Enhancing Large Language Models for Educational Text Classification—0
A No Free Lunch Theorem for Human-AI Collaboration—0
An Improved Dung Beetle Optimizer for Random Forest Optimization—0
An extended asymmetric sigmoid with Perceptron (SIGTRON) for imbalanced linear classification—0
Anomaly Detection in Automated Fibre Placement: Learning with Data Limitations—0
Anomaly Detection using Capsule Networks for High-dimensional Datasets—0
Adverse Drug Reaction Classification With Deep Neural Networks—0
Adversarial examples from computational constraints—0
A Non-Intrusive Method of Face Liveness Detection Using Specular Reflection and Local Binary Patterns—0
AE-SMOTE: A Multi-Modal Minority Oversampling Framework—0
A Note on Posterior Probability Estimation for Classifiers—0
A Notion of Uniqueness for the Adversarial Bayes Classifier—0
An "outside the box" solution for imbalanced data classification—0
A Novel Approach for Classification and Forecasting of Time Series in Particle Accelerators—0
An Experimental Evaluation on Deepfake Detection using Deep Face Recognition—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