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Binary Classification

Papers

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Showing 2001–2025 of 2574 papers

TitleStatusHype
Learning with Protection: Rejection of Suspicious Samples under Adversarial Environment—0
How can we generalise learning distributed representations of graphs?—0
Certified Robustness to Adversarial Label-Flipping Attacks via Randomized Smoothing—0
Gaussian Conditional Random Fields for Classification—0
Single Class Universum-SVM—0
Discovering Differential Features: Adversarial Learning for Information Credibility Evaluation—0
ChOracle: A Unified Statistical Framework for Churn Prediction—0
A Note on Posterior Probability Estimation for Classifiers—0
Aggregated Hold-Out—0
Discourse Relation Prediction: Revisiting Word Pairs with Convolutional Networks—0
Parallel Sentence Retrieval From Comparable Corpora for Biomedical Text Simplification—0
A Classification-Based Approach to Cognate Detection Combining Orthographic and Semantic Similarity Information—0
A topic-based sentence representation for extractive text summarization—0
Analysis and classification of heart diseases using heartbeat features and machine learning algorithms—0
Deep Learning for Estimating Synaptic Health of Primary Neuronal Cell Culture—0
EPP: interpretable score of model predictive powerCode0
Pareto-optimal data compression for binary classification tasksCode0
Quadratic Surface Support Vector Machine with L1 Norm Regularization—0
FusionNet: Incorporating Shape and Texture for Abnormality Detection in 3D Abdominal CT Scans—0
The Partial Response Network: a neural network nomogram—0
Resolving challenges in deep learning-based analyses of histopathological images using explanation methods—0
Towards Linearization Machine Learning Algorithms—0
Recognition of Ischaemia and Infection in Diabetic Foot Ulcers: Dataset and Techniques—0
Local Score Dependent Model Explanation for Time Dependent Covariates—0
Comparison theorems on large-margin learning—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