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Binary Classification

Papers

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Showing 51–100 of 2574 papers

TitleStatusHype
An Effective Flow-based Method for Positive-Unlabeled Learning: 2-HNC—0
Super-fast rates of convergence for Neural Networks Classifiers under the Hard Margin Condition—0
Incomplete In-context Learning—0
The Distracting Effect: Understanding Irrelevant Passages in RAG—0
Fine-Grained Bias Exploration and Mitigation for Group-Robust Classification—0
MarkMatch: Same-Hand Stuffing Detection—0
COMRECGC: Global Graph Counterfactual Explainer through Common RecourseCode0
Active Learning for Multi-class Image Classification—0
Voice biomarkers of perinatal depression: cross-sectional nationwide pilot study report—0
In-Context Learning for Label-Efficient Cancer Image Classification in Oncology—0
Performance Estimation in Binary Classification Using Calibrated Confidence—0
PAC-Bayesian risk bounds for fully connected deep neural network with Gaussian priors—0
Multitask LSTM for Arboviral Outbreak Prediction Using Public Health Data—0
Cyber Security Data Science: Machine Learning Methods and their Performance on Imbalanced DatasetsCode0
Event-Triggered GAT-LSTM Framework for Attack Detection in Heating, Ventilation, and Air Conditioning Systems—0
AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active LearningCode0
Improving Omics-Based Classification: The Role of Feature Selection and Synthetic Data Generation—0
A Deep Learning approach for Depressive Symptoms assessment in Parkinson's disease patients using facial videos—0
Eye Movements as Indicators of Deception: A Machine Learning Approach—0
A Self-Supervised Transformer for Unusable Shared Bike Detection—0
How to Learn a Star: Binary Classification with Starshaped Polyhedral Sets—0
Decision-centric fairness: Evaluation and optimization for resource allocation problemsCode0
The Double Descent Behavior in Two Layer Neural Network for Binary Classification—0
Subject-independent Classification of Meditative State from the Resting State using EEG—0
Bug Destiny Prediction in Large Open-Source Software Repositories through Sentiment Analysis and BERT Topic ModelingCode0
Intelligent Detection of Non-Essential IoT Traffic on the Home Gateway—0
Data Selection for ERMs—0
A Baseline for Self-state Identification and Classification in Mental Health Data: CLPsych 2025 Task—0
How to Achieve Higher Accuracy with Less Training Points?—0
Wearable-Derived Behavioral and Physiological Biomarkers for Classifying Unipolar and Bipolar Depression Severity—0
Predicting BVD Re-emergence in Irish Cattle From Highly Imbalanced Herd-Level Data Using Machine Learning Algorithms—0
Decision-based AI Visual Navigation for Cardiac Ultrasounds—0
When is Task Vector Provably Effective for Model Editing? A Generalization Analysis of Nonlinear Transformers—0
TD-Suite: All Batteries Included Framework for Technical Debt ClassificationCode0
Investigating cybersecurity incidents using large language models in latest-generation wireless networks—0
Beyond Worst-Case Online Classification: VC-Based Regret Bounds for Relaxed Benchmarks—0
Who is More Bayesian: Humans or ChatGPT?—0
Meta-Evaluating Local LLMs: Rethinking Performance Metrics for Serious Games—0
Diabetic Retinopathy Detection Based on Convolutional Neural Networks with SMOTE and CLAHE Techniques Applied to Fundus Images—0
A Consequentialist Critique of Binary Classification Evaluation Practices—0
Task load dependent decision referrals for joint binary classification in human-automation teams—0
On the Geometry of Receiver Operating Characteristic and Precision-Recall Curves—0
Cal or No Cal? -- Real-Time Miscalibration Detection of LiDAR and Camera SensorsCode1
Quantum-Assisted Machine Learning Models for Enhanced Weather Prediction—0
Diffusion models applied to skin and oral cancer classification—0
Extremely Simple Out-of-distribution Detection for Audio-visual Generalized Zero-shot Learning—0
SKDU at De-Factify 4.0: Natural Language Features for AI-Generated Text-DetectionCode0
Historical Ink: Exploring Large Language Models for Irony Detection in 19th-Century SpanishCode0
Non-Monotonic Attention-based Read/Write Policy Learning for Simultaneous Translation—0
A Causal Framework to Measure and Mitigate Non-binary Treatment DiscriminationCode0
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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