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Binary Classification

Papers

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Showing 526–550 of 2574 papers

TitleStatusHype
Trustworthy Intrusion Detection: Confidence Estimation Using Latent Space—0
On Vision Transformers for Classification Tasks in Side-Scan Sonar Imagery—0
THaMES: An End-to-End Tool for Hallucination Mitigation and Evaluation in Large Language ModelsCode0
A logical alarm for misaligned binary classifiers—0
Astrometric Binary Classification Via Artificial Neural Networks—0
Byzantine-Robust and Communication-Efficient Distributed Learning via Compressed Momentum Filtering—0
Optimal Classification-based Anomaly Detection with Neural Networks: Theory and PracticeCode0
Ensemble Methods for Sequence Classification with Hidden Markov Models—0
Explainable Metrics for the Assessment of Neurodegenerative Diseases through Handwriting Analysis—0
When resampling/reweighting improves feature learning in imbalanced classification?: A toy-model study—0
ExDDI: Explaining Drug-Drug Interaction Predictions with Natural Language—0
Constrained Multi-Layer Contrastive Learning for Implicit Discourse Relationship Recognition—0
Sequential Classification of MisinformationCode0
Dynamics of Supervised and Reinforcement Learning in the Non-Linear Perceptron—0
Benign Overfitting under Learning Rate Conditions for α Sub-exponential Input—0
Modeling offensive content detection for TikTok—0
Semantics-Oriented Multitask Learning for DeepFake Detection: A Joint Embedding ApproachCode0
Systematic Evaluation of Synthetic Data Augmentation for Multi-class NetFlow Traffic—0
CTRQNets & LQNets: Continuous Time Recurrent and Liquid Quantum Neural Networks—0
Infusing Acoustic Pause Context into Text-Based Dementia Assessment—0
Logic interpretations of ANN partition cells—0
A Novel Feature Space Augmentation Method to Improve Classification Performance and Evaluation ReliabilityCode0
Obfuscated Memory Malware Detection—0
DeepDiveAI: Identifying AI Related Documents in Large Scale Literature Data—0
Top Score on the Wrong Exam: On Benchmarking in Machine Learning for Vulnerability Detection—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