SOTAVerified

Binary Classification

Papers

Showing 16011625 of 2574 papers

TitleStatusHype
A Minimax Probability Machine for Non-Decomposable Performance Measures0
BERT-based Acronym Disambiguation with Multiple Training Strategies0
The INTERSPEECH 2021 Computational Paralinguistics Challenge: COVID-19 Cough, COVID-19 Speech, Escalation & Primates0
A Stochastic Optimization Framework for Fair Risk MinimizationCode1
Learning High-Order Interactions via Targeted Pattern Search0
Automated Quality Assessment of Cognitive Behavioral Therapy Sessions Through Highly Contextualized Language Representations0
Approximate Knowledge Graph Query Answering: From Ranking to Binary Classification0
Expanding boundaries of Gap Safe screeningCode0
Constrained Optimization to Train Neural Networks on Critical and Under-Represented ClassesCode1
Intrapapillary Capillary Loop Classification in Magnification Endoscopy: Open Dataset and Baseline MethodologyCode0
Link Prediction Approach to Recommender Systems0
StatEcoNet: Statistical Ecology Neural Networks for Species Distribution ModelingCode0
BORE: Bayesian Optimization by Density-Ratio EstimationCode1
How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative ModelsCode1
Data-Driven Logistic Regression Ensembles With Applications in Genomics0
The MELODIC family for simultaneous binary logistic regression in a reduced spaceCode0
Don't Just Blame Over-parametrization for Over-confidence: Theoretical Analysis of Calibration in Binary Classification0
A generalized quadratic loss for SVM and Deep Neural Networks0
Sample Efficient Subspace-based Representations for Nonlinear Meta-Learning0
Fairness Through Regularization for Learning to Rank0
Machine Learning-Based Approaches For Breast Cancer Detection in Microwave ImagingCode0
Faster Maximum Feasible Subsystem Solutions for Dense Constraint Matrices0
Classifier Calibration: with application to threat scores in cybersecurityCode0
Estimation and Applications of Quantiles in Deep Binary ClassificationCode0
Binary Classification from Multiple Unlabeled Datasets via Surrogate Set ClassificationCode0
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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