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Binary Classification

Papers

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Showing 701–750 of 2574 papers

TitleStatusHype
Optimally Combining Classifiers Using Unlabeled DataCode0
Optimization meets Machine Learning: An Exact Algorithm for Semi-Supervised Support Vector MachinesCode0
Learning with Confident Examples: Rank Pruning for Robust Classification with Noisy LabelsCode0
Overview of the 2022 Validity and Novelty Prediction Shared TaskCode0
Semantic Matching of Documents from Heterogeneous Collections: A Simple and Transparent Method for Practical ApplicationsCode0
Calibration of Machine Learning Classifiers for Probability of Default Modelling—0
A Novel IoT-based Framework for Non-Invasive Human Hygiene Monitoring using Machine Learning Techniques—0
Calibrating Deep Neural Networks by Pairwise Constraints—0
Calibrated Surrogate Maximization of Linear-fractional Utility in Binary Classification—0
A Novel Global Spatial Attention Mechanism in Convolutional Neural Network for Medical Image Classification—0
A Fault Detection Scheme Utilizing Convolutional Neural Network for PV Solar Panels with High Accuracy—0
On the Variance of Neural Network Training with respect to Test Sets and Distributions—0
CAKD: A Correlation-Aware Knowledge Distillation Framework Based on Decoupling Kullback-Leibler Divergence—0
A Novel Gaussian Min-Max Theorem and its Applications—0
Byzantine-Robust and Communication-Efficient Distributed Learning via Compressed Momentum Filtering—0
A Fast Graph Search Algorithm with Dynamic Optimization and Reduced Histogram for Discrimination of Binary Classification Problem—0
A Comprehensive Evaluation of Large Language Models on Mental Illnesses in Arabic Context—0
Building Decision Forest via Deep Reinforcement Learning—0
Building Bridges: Viewing Active Learning from the Multi-Armed Bandit Lens—0
A Novel Approach To Network Intrusion Detection System Using Deep Learning For Sdn: Futuristic Approach—0
A Novel Approach for Classification and Forecasting of Time Series in Particle Accelerators—0
A Fast Graph Kernel Based Classification Method for Wireless Link Scheduling on Riemannian Manifold—0
Bridging Data Barriers among Participants: Assessing the Potential of Geoenergy through Federated Learning—0
An "outside the box" solution for imbalanced data classification—0
A Notion of Uniqueness for the Adversarial Bayes Classifier—0
A Fair Classifier Using Kernel Density Estimation—0
A Comparison of Temporal Encoders for Neuromorphic Keyword Spotting with Few Neurons—0
Abnormal Road Surface Detection Using Wheel Sensor Data—0
Breaking the Token Barrier: Chunking and Convolution for Efficient Long Text Classification with BERT—0
A Note on Posterior Probability Estimation for Classifiers—0
Breaking Fair Binary Classification with Optimal Flipping Attacks—0
Breaking Down Word Semantics from Pre-trained Language Models through Layer-wise Dimension Selection—0
AE-SMOTE: A Multi-Modal Minority Oversampling Framework—0
A Non-Intrusive Method of Face Liveness Detection Using Specular Reflection and Local Binary Patterns—0
Brain Tumor Radiogenomic Classification—0
BrainNetGAN: Data augmentation of brain connectivity using generative adversarial network for dementia classification—0
Anomaly Recognition from surveillance videos using 3D Convolutional Neural Networks—0
A Comparison of Modeling Preprocessing Techniques—0
Boosting with Abstention—0
Boosting the Performance of Transformer Architectures for Semantic Textual Similarity—0
Boosting the kernelized shapelets: Theory and algorithms for local features—0
Anomaly Detection using Capsule Networks for High-dimensional Datasets—0
Adverse Drug Reaction Classification With Deep Neural Networks—0
Boosting in the presence of outliers: adaptive classification with non-convex loss functions—0
Anomaly Detection in Automated Fibre Placement: Learning with Data Limitations—0
Boosted Convolutional Neural Networks for Motor Imagery EEG Decoding with Multiwavelet-based Time-Frequency Conditional Granger Causality Analysis—0
Anomalous Sound Detection Using a Binary Classification Model and Class Centroids—0
Adversarial Surrogate Risk Bounds for Binary Classification—0
A Bi-level Framework for Traffic Accident Duration Prediction: Leveraging Weather and Road Condition Data within a Practical Optimum Pipeline—0
Explaining a probabilistic prediction on the simplex with Shapley compositions—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