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Binary Classification

Papers

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Showing 501–550 of 2574 papers

TitleStatusHype
Towards the Effect of Examples on In-Context Learning: A Theoretical Case Study—0
Efficient line search for optimizing Area Under the ROC Curve in gradient descentCode0
Comparing Quantum Encoding Techniques—0
Training on Fake Labels: Mitigating Label Leakage in Split Learning via Secure Dimension Transformation—0
HLM-Cite: Hybrid Language Model Workflow for Text-based Scientific Citation PredictionCode0
Copiloting Diagnosis of Autism in Real Clinical Scenarios via LLMs—0
Understanding Gradient Boosting Classifier: Training, Prediction, and the Role of γ_j—0
GRU-D Characterizes Age-Specific Temporal Missingness in MIMIC-IV—0
Superficial Safety Alignment Hypothesis—0
EnsemW2S: Can an Ensemble of LLMs be Leveraged to Obtain a Stronger LLM?—0
Training Over a Distribution of Hyperparameters for Enhanced Performance and Adaptability on Imbalanced Classification—0
Optimizing Sparse Generalized Singular Vectors for Feature Selection in Proximal Support Vector Machines with Application to Breast and Ovarian Cancer Detection—0
Universality in Transfer Learning for Linear Models—0
Fine-Tuning Personalization in Federated Learning to Mitigate Adversarial Clients—0
Machine Learning in Industrial Quality Control of Glass Bottle Prints—0
Linear Projections of Teacher Embeddings for Few-Class Distillation—0
Evaluating the performance of state-of-the-art esg domain-specific pre-trained large language models in text classification against existing models and traditional machine learning techniques—0
Enhancing GANs with Contrastive Learning-Based Multistage Progressive Finetuning SNN and RL-Based External Optimization—0
Balancing the Scales: A Comprehensive Study on Tackling Class Imbalance in Binary Classification—0
Probing Omissions and Distortions in Transformer-based RDF-to-Text Models—0
ABCFair: an Adaptable Benchmark approach for Comparing Fairness MethodsCode0
Cyber Knowledge Completion Using Large Language Models—0
GS-Net: Global Self-Attention Guided CNN for Multi-Stage Glaucoma Classification—0
On the Within-class Variation Issue in Alzheimer's Disease Detection—0
Applying Pre-trained Multilingual BERT in Embeddings for Improved Malicious Prompt Injection Attacks Detection—0
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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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