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Binary Classification

Papers

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Showing 1301–1350 of 2574 papers

TitleStatusHype
JARVix at SemEval-2022 Task 2: It Takes One to Know One? Idiomaticity Detection using Zero and One-Shot LearningCode0
Normalise for Fairness: A Simple Normalisation Technique for Fairness in Regression Machine Learning Problems—0
Is the Performance of My Deep Network Too Good to Be True? A Direct Approach to Estimating the Bayes Error in Binary ClassificationCode1
Studying the Robustness of Anti-adversarial Federated Learning Models Detecting Cyberattacks in IoT Spectrum Sensors—0
Describing Differences between Text Distributions with Natural LanguageCode1
Hyperparameter Optimization for COVID-19 Chest X-Ray Classification—0
Explanatory Learning: Beyond Empiricism in Neural NetworksCode1
Pre-Trained Language Transformers are Universal Image Classifiers—0
Uncertainty-aware deep learning methods for robust diabetic retinopathy classification—0
To SMOTE, or not to SMOTE?Code1
Long Short-Term Memory Neural Network for Financial Time Series—0
Why Did You Not Compare With That? Identifying Papers for Use as BaselinesCode0
Learning-From-Disagreement: A Model Comparison and Visual Analytics Framework—0
Risk bounds for PU learning under Selected At Random assumption—0
SigGAN : Adversarial Model for Learning Signed Relationships in Networks—0
Transfer Learning for Quantum Classifiers: An Information-Theoretic Generalization Analysis—0
Blackbox Post-Processing for Multiclass FairnessCode0
Early Diagnosis of Parkinsons Disease by Analyzing Magnetic Resonance Imaging Brain Scans and Patient Characteristics—0
Robust Contrastive Learning against Noisy ViewsCode1
Optimizing Prediction of MGMT Promoter Methylation from MRI Scans using Adversarial Learning—0
Learning from Synthetic InSAR with Vision Transformers: The case of volcanic unrest detectionCode1
Discriminant Analysis in Contrasting Dimensions for Polycystic Ovary Syndrome Prognostication—0
Pseudo-labelling and Meta Reweighting Learning for Image Aesthetic Quality Assessment—0
Churn prediction in online gambling—0
Stay Positive: Knowledge Graph Embedding Without Negative SamplingCode0
Learning to be adversarially robust and differentially private—0
A Hybrid Quantum-Classical Neural Network Architecture for Binary Classification—0
Stain Normalized Breast Histopathology Image Recognition using Convolutional Neural Networks for Cancer Detection—0
Evolutionary Multitasking AUC OptimizationCode0
Biased Hypothesis Formation From Projection PursuitCode0
Calibrating Deep Neural Networks by Pairwise Constraints—0
The GatedTabTransformer. An enhanced deep learning architecture for tabular modelingCode1
Universal Online Learning with Bounded Loss: Reduction to Binary Classification—0
Anomaly Detection using Capsule Networks for High-dimensional Datasets—0
ToxTree: descriptor-based machine learning models for both hERG and Nav1.5 cardiotoxicity liability predictions—0
The Quantum Version of Prediction for Binary Classification Problem by Ensemble Methods—0
Prevalence Threshold and bounds in the Accuracy of Binary Classification Systems—0
KGBoost: A Classification-based Knowledge Base Completion Method with Negative Sampling—0
ML Supported Predictions for SAT Solvers Performance—0
Overview of the HASOC Subtrack at FIRE 2021: Hate Speech and Offensive Content Identification in English and Indo-Aryan Languages—0
Predicting Defects in Laser Powder Bed Fusion using in-situ Thermal Imaging Data and Machine Learning—0
Forensic Analysis of Synthetically Generated Western Blot Images—0
Counterfactual Explanations via Latent Space Projection and Interpolation—0
Who will dropout from university? Academic risk prediction based on interpretable machine learning—0
Seeking Sinhala Sentiment: Predicting Facebook Reactions of Sinhala Posts—0
Is the use of Deep Learning and Artificial Intelligence an appropriate means to locate debris in the ocean without harming aquatic wildlife?—0
Online Active Learning with Surrogate Loss Functions—0
New PCA-based Category Encoder for Cybersecurity and Processing Data in IoT Devices—0
The Geometry of Adversarial Training in Binary Classification—0
On computable learning of continuous features—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