SOTAVerified

Binary Classification

Papers

Showing 25012550 of 2574 papers

TitleStatusHype
Robust Logistic Regression and Classification0
Non-Verbal Communication Analysis in Victim-Offender Mediations0
PU Learning for Matrix Completion0
Hardware-Amenable Structural Learning for Spike-based Pattern Classification using a Simple Model of Active Dendrites0
Large-Margin Classification with Multiple Decision Rules0
Notes on Noise Contrastive Estimation and Negative SamplingCode0
An Overview of General Performance Metrics of Binary Classifier Systems0
Scene Image is Non-Mutually Exclusive - A Fuzzy Qualitative Scene Understanding0
Bayesian regression and BitcoinCode0
An Approach to Reducing Annotation Costs for BioNLP0
Weighted Classification Cascades for Optimizing Discovery Significance in the HiggsML Challenge0
Enforcing Label and Intensity Consistency for IR Target Detection0
On the Consistency of Ordinal Regression Methods0
On the Generalization of the C-Bound to Structured Output Ensemble Methods0
Dynamic Feature Scaling for Online Learning of Binary Classifiers0
Quadratically constrained quadratic programming for classification using particle swarms and applications0
Optimizing Average Precision using Weakly Supervised Data0
Optimal Learners for Multiclass Problems0
On Lipschitz Continuity and Smoothness of Loss Functions in Learning to Rank0
Adapting Freely Available Resources to Build an Opinion Mining Pipeline in Portuguese0
Constructing a Corpus of Japanese Predicate Phrases for Synonym/Antonym Relations0
The Munich Biovoice Corpus: Effects of Physical Exercising, Heart Rate, and Skin Conductance on Human Speech Production0
Multi-borders classification0
Generalized version of the support vector machine for binary classification problems: supporting hyperplane machine0
Ensemble Committees for Stock Return Classification and Prediction0
A study on cost behaviors of binary classification measures in class-imbalanced problems0
Ranking via Robust Binary Classification and Parallel Parameter Estimation in Large-Scale Data0
Thresholding Classifiers to Maximize F1 ScoreCode0
The Sampling-and-Learning Framework: A Statistical View of Evolutionary Algorithms0
Binary Classifier Calibration: Bayesian Non-Parametric Approach0
A Fused Elastic Net Logistic Regression Model for Multi-Task Binary Classification0
3D Interest Point Detection via Discriminative Learning0
Manifold regularized kernel logistic regression for web image annotation0
A MapReduce based distributed SVM algorithm for binary classification0
A Methodology for Player Modeling based on Machine Learning0
The Law of Total Odds0
Robust Bloom Filters for Large MultiLabel Classification Tasks0
Information-theoretic lower bounds for distributed statistical estimation with communication constraints0
On the Relationship Between Binary Classification, Bipartite Ranking, and Binary Class Probability Estimation0
Learning with Noisy Labels0
A U-statistic estimator for the variance of resampling-based error estimators0
On the Bayes-optimality of F-measure maximizers0
Building Bridges: Viewing Active Learning from the Multi-Armed Bandit Lens0
Stochastic Optimization for Machine Learning0
Multiclass learnability and the ERM principle0
When is the majority-vote classifier beneficial?0
Dimensionality Detection and Integration of Multiple Data Sources via the GP-LVM0
Supersparse Linear Integer Models for Predictive Scoring Systems0
Auditing: Active Learning with Outcome-Dependent Query Costs0
Rolling Riemannian Manifolds to Solve the Multi-class Classification Problem0
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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