SOTAVerified

Binary Classification

Papers

Showing 201250 of 2574 papers

TitleStatusHype
Viral Pneumonia Screening on Chest X-ray Images Using Confidence-Aware Anomaly DetectionCode1
STREAMLINE: An Automated Machine Learning Pipeline for Biomedicine Applied to Examine the Utility of Photography-Based Phenotypes for OSA Prediction Across International Sleep CentersCode1
A unified framework for closed-form nonparametric regression, classification, preference and mixed problems with Skew Gaussian ProcessesCode1
TabKANet: Tabular Data Modeling with Kolmogorov-Arnold Network and TransformerCode1
Testing the Consistency of Performance Scores Reported for Binary Classification ProblemsCode1
The GatedTabTransformer. An enhanced deep learning architecture for tabular modelingCode1
A Stochastic Optimization Framework for Fair Risk MinimizationCode1
SemEval-2024 Task 8: Multidomain, Multimodel and Multilingual Machine-Generated Text DetectionCode1
Ensemble Methods for Robust Support Vector Machines using Integer ProgrammingCode0
Ensemble Genetic ProgrammingCode0
Ensemble of Generative and Discriminative Techniques for Sentiment Analysis of Movie ReviewsCode0
Empirical Study of Drone Sound Detection in Real-Life Environment with Deep Neural NetworksCode0
Electrocardiogram-based diagnosis of liver diseases: an externally validated and explainable machine learning approachCode0
EHRmonize: A Framework for Medical Concept Abstraction from Electronic Health Records using Large Language ModelsCode0
Embedding Uncertain Knowledge GraphsCode0
Efficient computation of predictive probabilities in probit models via expectation propagationCode0
Effect of the output activation function on the probabilities and errors in medical image segmentationCode0
Efficient line search for optimizing Area Under the ROC Curve in gradient descentCode0
Dynamic Logistic Ensembles with Recursive Probability and Automatic Subset Splitting for Enhanced Binary ClassificationCode0
Do We Really Need Imputation in AutoML Predictive Modeling?Code0
Dynamic Proxy Domain Generalizes the Crowd Localization by Better Binary SegmentationCode0
Efficient Policy Learning from Surrogate-Loss Classification ReductionsCode0
EPP: interpretable score of model predictive powerCode0
Annotation and Classification of Relevant Clauses in Terms-and-Conditions ContractsCode0
Diversity-Aware Weighted Majority Vote Classifier for Imbalanced DataCode0
Distance-based mutual congestion feature selection with genetic algorithm for high-dimensional medical datasetsCode0
An Interactive Human-Machine Learning Interface for Collecting and Learning from Complex AnnotationsCode0
An innovative adaptive kriging approach for efficient binary classification of mechanical problemsCode0
A benchmark of categorical encoders for binary classificationCode0
Distributed and parallel time series feature extraction for industrial big data applicationsCode0
Dopant Network Processing Units: Towards Efficient Neural-network Emulators with High-capacity Nanoelectronic NodesCode0
DIALOG-22 RuATD Generated Text DetectionCode0
Diagnosis of COVID-19 using chest X-ray images based on modified DarkCovidNet modelCode0
Distance Guided Generative Adversarial Network for Explainable Binary ClassificationsCode0
Differentially Private Fair Binary ClassificationsCode0
Distributed Variational Inference for Online Supervised LearningCode0
Receiver operating characteristic (ROC) movies, universal ROC (UROC) curves, and coefficient of predictive ability (CPA)Code0
Detecting harassment and defamation in cyberbullying with emotion-adaptive trainingCode0
Detecting Decision Ambiguity from Facial ImagesCode0
ABCFair: an Adaptable Benchmark approach for Comparing Fairness MethodsCode0
Detecting Financial Bots on the Ethereum BlockchainCode0
AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active LearningCode0
Detection of Human and Machine-Authored Fake News in UrduCode0
ECG-Based Electrolyte Prediction: Evaluating Regression and Probabilistic MethodsCode0
An Optimization Approach to Learning Falling Rule ListsCode0
Discriminative Active LearningCode0
Estimation and Applications of Quantiles in Deep Binary ClassificationCode0
Dermoscopic Dark Corner Artifacts Removal: Friend or Foe?Code0
Advancing Image Retrieval with Few-Shot Learning and Relevance FeedbackCode0
A CNN adapted to time series for the classification of SupernovaeCode0
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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