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Binary Classification

Papers

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Showing 1351–1400 of 2574 papers

TitleStatusHype
Differentially Private Nonparametric Regression Under a Growth Condition—0
MIO : Mutual Information Optimization using Self-Supervised Binary Contrastive Learning—0
Can depth-adaptive BERT perform better on binary classification tasks—0
PAC-Learning Uniform Ergodic Communicative Networks—0
Deep Probability Estimation—0
Personalized Federated Learning through Local MemorizationCode1
HateBR: Large expert annotated corpus of Brazilian Instagram comments for abusive language detection—0
ConTFV: A Contrastive Learning Framework for Table-based Fact Verification—0
Inverse-Weighted Survival GamesCode0
Margin-Independent Online Multiclass Learning via Convex Geometry—0
Binary classification of spoken words with passive phononic metamaterials—0
Adaptive Cost-Sensitive Learning in Neural Networks for Misclassification Cost Problems—0
Reducing Data Complexity using Autoencoders with Class-informed Loss FunctionsCode0
HMD-AMP: Protein Language-Powered Hierarchical Multi-label Deep Forest for Annotating Antimicrobial Peptides—0
GROWL: Group Detection With Link Prediction—0
New Hard-thresholding Rules based on Data Splitting in High-dimensional Imbalanced Classification—0
Neural Network Based Epileptic EEG Detection and Classification—0
Benchmarking Multimodal AutoML for Tabular Data with Text FieldsCode3
A new method for binary classification of proteins with Machine Learning—0
A Comparative Study of Speaker Role Identification in Air Traffic Communication Using Deep Learning Approaches—0
Binary classification of proteins by a Machine Learning approach—0
Detection of Hate Speech using BERT and Hate Speech Word Embedding with Deep Model—0
Stylometric Literariness Classification: the Case of Stephen KingCode0
Knowledge-Guided Paraphrase Identification—0
CVAE-based Re-anchoring for Implicit Discourse Relation Classification—0
Effectively Leveraging BERT for Legal Document Classification—0
Unintended Selection: Persistent Qualification Rate Disparities and Interventions—0
Convergence of Uncertainty Sampling for Active Learning—0
Transformer Ensembles for Sexism Detection—0
Selective Sampling for Online Best-arm Identification—0
Pairwise Half-graph Discrimination: A Simple Graph-level Self-supervised Strategy for Pre-training Graph Neural Networks—0
Iterative Rule Extension for Logic Analysis of Data: an MILP-based heuristic to derive interpretable binary classification from large datasets—0
ML-Based Analysis to Identify Speech Features Relevant in Predicting Alzheimer's Disease—0
Adversarial robustness for latent models: Revisiting the robust-standard accuracies tradeoff—0
Medical Knowledge-Guided Deep Curriculum Learning for Elbow Fracture Diagnosis from X-Ray Images—0
Estimating the Arc Length of the Optimal ROC Curve and Lower Bounding the Maximal AUC—0
Eigenbehaviour as an Indicator of Cognitive Abilities—0
Accelerating Genetic Programming using GPUsCode0
Fire Together Wire Together: A Dynamic Pruning Approach with Self-Supervised Mask PredictionCode1
Universally Rank Consistent Ordinal Regression in Neural NetworksCode1
Resource-constrained Federated Edge Learning with Heterogeneous Data: Formulation and Analysis—0
ETF Risk Models—0
Implicit Bias of Linear Equivariant NetworksCode0
Dealing with Disagreements: Looking Beyond the Majority Vote in Subjective AnnotationsCode0
SCEHR: Supervised Contrastive Learning for Clinical Risk Prediction using Electronic Health RecordsCode0
FoodChem: A food-chemical relation extraction modelCode0
Tradeoffs in Streaming Binary Classification under Limited Inspection Resources—0
An Experimental Evaluation on Deepfake Detection using Deep Face Recognition—0
Introducing the DOME Activation Functions—0
Synthetic Reduced Nearest Neighbor Model for Regression—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