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Binary Classification

Papers

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Showing 401–450 of 2574 papers

TitleStatusHype
Comparison of Neural Models for X-ray Image Classification in COVID-19 Detection—0
Medical artificial intelligence toolbox (MAIT): an explainable machine learning framework for binary classification, survival modelling, and regression analysesCode0
A Decision-Based Heterogenous Graph Attention Network for Multi-Class Fake News DetectionCode0
Leveraging Explainable AI for LLM Text Attribution: Differentiating Human-Written and Multiple LLMs-Generated Text—0
Self-Supervised Learning for Detecting AI-Generated Faces as AnomaliesCode0
Advancing Pancreatic Cancer Prediction with a Next Visit Token Prediction Head on top of Med-BERT—0
Interpretable Face Anti-Spoofing: Enhancing Generalization with Multimodal Large Language Models—0
A New Dataset and Methodology for Malicious URL ClassificationCode0
Leveraging AI for Automatic Classification of PCOS Using Ultrasound ImagingCode0
Depression and Anxiety Prediction Using Deep Language Models and Transfer Learning—0
Injecting Explainability and Lightweight Design into Weakly Supervised Video Anomaly Detection Systems—0
Latenrgy: Model Agnostic Latency and Energy Consumption Prediction for Binary Classifiers—0
IITR-CIOL@NLU of Devanagari Script Languages 2025: Multilingual Hate Speech Detection and Target Identification in Devanagari-Scripted Languages—0
Speech-Based Depression Prediction Using Encoder-Weight-Only Transfer Learning and a Large Corpus—0
Black-Box Uniform Stability for Non-Euclidean Empirical Risk Minimization—0
SeagrassFinder: Deep Learning for Eelgrass Detection and Coverage Estimation in the Wild—0
FROC: Building Fair ROC from a Trained ClassifierCode0
AI-Powered Intracranial Hemorrhage Detection: A Co-Scale Convolutional Attention Model with Uncertainty-Based Fuzzy Integral Operator and Feature Screening—0
Challenges learning from imbalanced data using tree-based models: Prevalence estimates systematically depend on hyperparameters and can be upwardly biased—0
Finding a Wolf in Sheep's Clothing: Combating Adversarial Text-To-Image Prompts with Text Summarization—0
Extracting PAC Decision Trees from Black Box Binary Classifiers: The Gender Bias Study Case on BERT-based Language Models—0
A Theoretical Analysis of Soft-Label vs Hard-Label Training in Neural Networks—0
Early Detection of At-Risk Students Using Machine Learning—0
Of Dice and Games: A Theory of Generalized Boosting—0
Image Retrieval Methods in the Dissimilarity Space—0
Improving Active Learning with a Bayesian Representation of Epistemic Uncertainty—0
Backdoor attacks on DNN and GBDT -- A Case Study from the insurance domain—0
High-dimensional classification problems with Barron regular boundaries under margin conditions—0
Accurate Multi-Category Student Performance Forecasting at Early Stages of Online Education Using Neural Networks—0
BERTCaps: BERT Capsule for Persian Multi-Domain Sentiment Analysis—0
Flow-based Detection of Botnets through Bio-inspired Optimisation of Machine Learning—0
Electrocardiogram (ECG) Based Cardiac Arrhythmia Detection and Classification using Machine Learning Algorithms—0
Granular Ball K-Class Twin Support Vector Classifier—0
Electrocardiogram-based diagnosis of liver diseases: an externally validated and explainable machine learning approachCode0
Active Learning via Classifier Impact and Greedy Selection for Interactive Image RetrievalCode0
MeasureNet: Measurement Based Celiac Disease IdentificationCode0
Kernel-Free Universum Quadratic Surface Twin Support Vector Machines for Imbalanced Data—0
Rashomon effect in Educational Research: Why More is Better Than One for Measuring the Importance of the Variables?—0
Analysis of High-dimensional Gaussian Labeled-unlabeled Mixture Model via Message-passing Algorithm—0
ICPR 2024 Competition on Multilingual Claim-Span IdentificationCode0
Attribute-Enhanced Similarity Ranking for Sparse Link Prediction—0
The role of data-induced randomness in quantum machine learning classification tasks—0
Dynamic Logistic Ensembles with Recursive Probability and Automatic Subset Splitting for Enhanced Binary ClassificationCode0
Breast Tumor Classification Using EfficientNet Deep Learning ModelCode0
An Improved Dung Beetle Optimizer for Random Forest Optimization—0
Symmetric Perception and Ordinal Regression for Detecting Scoliosis Natural Image—0
Comparative Analysis of Resource-Efficient CNN Architectures for Brain Tumor Classification—0
A No Free Lunch Theorem for Human-AI Collaboration—0
Energy-based features and bi-LSTM neural network for EEG-based music and voice classification—0
ODTE -- An ensemble of multi-class SVM-based oblique decision trees—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