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Binary Classification

Papers

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Showing 1001–1050 of 2574 papers

TitleStatusHype
Learning to Estimate: A Real-Time Online Learning Framework for MIMO-OFDM Channel Estimation—0
A study of conceptual language similarity: comparison and evaluation—0
Three-way Imbalanced Learning based on Fuzzy Twin SVM—0
Pre-training Tensor-Train Networks Facilitates Machine Learning with Variational Quantum Circuits—0
The Adversarial Consistency of Surrogate Risks for Binary Classification—0
Outage Performance and Novel Loss Function for an ML-Assisted Resource Allocation: An Exact Analytical FrameworkCode0
Automatic learning algorithm selection for classification via convolutional neural networks—0
Label Smoothing is Robustification against Model Misspecification—0
Pearson-Matthews correlation coefficients for binary and multinary classification and hypothesis testing—0
Are ChatGPT and GPT-4 General-Purpose Solvers for Financial Text Analytics? A Study on Several Typical Tasks—0
Vulnerability Detection Using Two-Stage Deep Learning Models—0
Understanding Noise-Augmented Training for Randomized SmoothingCode0
A LSTM and Cost-Sensitive Learning-Based Real-Time Warning for Civil Aviation Over-limit—0
Reconstructing Training Data from Multiclass Neural Networks—0
Curating corpora with classifiers: A case study of clean energy sentiment online—0
An Adaptive Algorithm for Learning with Unknown Distribution Drift—0
Estimating the Density Ratio between Distributions with High Discrepancy using Multinomial Logistic Regression—0
On the existence of solutions to adversarial training in multiclass classification—0
Patient Independent Interictal Epileptiform Discharge Detection—0
Vision-based Estimation of Fatigue and Engagement in Cognitive Training SessionsCode0
Universal Adversarial Backdoor Attacks to Fool Vertical Federated Learning in Cloud-Edge Collaboration—0
STNet: Spatial and Temporal feature fusion network for change detection in remote sensing images—0
Exploiting Patch Sizes and Resolutions for Multi-Scale Deep Learning in Mammogram Image Classification—0
Rolling Lookahead Learning for Optimal Classification TreesCode0
Deep reproductive feature generation framework for the diagnosis of COVID-19 and viral pneumonia using chest X-ray images—0
Video-based Contrastive Learning on Decision Trees: from Action Recognition to Autism Diagnosis—0
Optimal PAC Bounds Without Uniform Convergence—0
MisRoBÆRTa: Transformers versus MisinformationCode0
D-SVM over Networked Systems with Non-Ideal Linking Conditions—0
Enhancing Self-Supervised Learning for Remote Sensing with Elevation Data: A Case Study with Scarce And High Level Semantic LabelsCode0
Post-selection Inference for Conformal Prediction: Trading off Coverage for Precision—0
Weakly Supervised Intracranial Hemorrhage Segmentation using Head-Wise Gradient-Infused Self-Attention Maps from a Swin Transformer in Categorical LearningCode0
Learning Optimal Fair Scoring Systems for Multi-Class Classification—0
Detection of COVID19 in Chest X-Ray Images Using Transfer Learning—0
Interpretable Multi Labeled Bengali Toxic Comments Classification using Deep LearningCode0
Language-aware Multiple Datasets Detection Pretraining for DETRs—0
Generalization with Reverse-Calibration of Well and Seismic Data Using Machine Learning Methods for Complex Reservoirs Predicting During Early-Stage Geological Exploration Oil Field—0
On the Variance of Neural Network Training with respect to Test Sets and Distributions—0
Multiclass Online Learning and Uniform Convergence—0
NN-Copula-CD: A Copula-Guided Interpretable Neural Network for Change Detection in Heterogeneous Remote Sensing Images—0
LatentForensics: Towards frugal deepfake detection in the StyleGAN latent space—0
Neuro-symbolic Rule Learning in Real-world Classification TasksCode0
A Video-based End-to-end Pipeline for Non-nutritive Sucking Action Recognition and Segmentation in Young InfantsCode0
Beyond Toxic: Toxicity Detection Datasets are Not Enough for Brand Safety—0
Exploring the Interplay Between Colorectal Cancer Subtypes Genomic Variants and Cellular Morphology: A Deep-Learning ApproachCode0
CIFAKE: Image Classification and Explainable Identification of AI-Generated Synthetic Images—0
Dens-PU: PU Learning with Density-Based Positive Labeled Augmentation—0
ResDTA: Predicting Drug-Target Binding Affinity Using Residual Skip Connections—0
Transfer learning method in the problem of binary classification of chest X-raysCode0
High-Dimensional Penalized Bernstein Support Vector Machines—0
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All datasetsfakekickstarterGlyphnet DatasetTII-SSRC-23

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