SOTAVerified

Binary Classification

Papers

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Showing 1951–1975 of 2574 papers

TitleStatusHype
Receiver operating characteristic (ROC) movies, universal ROC (UROC) curves, and coefficient of predictive ability (CPA)Code0
Tropical Polynomial Division and Neural Networks—0
Distributed estimation of principal support vector machines for sufficient dimension reduction—0
Data Augmentation Using Adversarial Training for Construction-Equipment Classification—0
Network Intrusion Detection based on LSTM and Feature Embedding—0
PAC learning with stable and private predictions—0
Spotting insects from satellites: modeling the presence of Culicoides imicola through Deep CNNs—0
Investigating Active Learning and Meta-Learning for Iterative Peptide Design—0
Towards non-toxic landscapes: Automatic toxic comment detection using DNN—0
Attribute noise robust binary classification—0
An "outside the box" solution for imbalanced data classification—0
Selective sampling for accelerating training of deep neural networksCode0
Streaming Bayesian Inference for Crowdsourced Classification—0
Exponential Convergence Rates of Classification Errors on Learning with SGD and Random Features—0
Decoding Imagined Speech and Computer Control using Brain Waves—0
Unimodal-uniform Constrained Wasserstein Training for Medical Diagnosis—0
Divisive Language and Propaganda Detection using Multi-head Attention Transformers with Deep Learning BERT-based Language Models for Binary Classification—0
A Unified Framework for Data Poisoning Attack to Graph-based Semi-supervised Learning—0
Training Set Effect on Super Resolution for Automated Target Recognition—0
Beyond temperature scaling: Obtaining well-calibrated multiclass probabilities with Dirichlet calibrationCode0
Learning Domain Invariant Representations for Child-Adult Classification from Speech—0
Semi-Supervised Histology Classification using Deep Multiple Instance Learning and Contrastive Predictive Coding—0
Findings of the NLP4IF-2019 Shared Task on Fine-Grained Propaganda Detection—0
Data classification by quantum radial basis function networks—0
Fast and Furious Convergence: Stochastic Second Order Methods under InterpolationCode0
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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