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Binary Classification

Papers

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Showing 1001–1025 of 2574 papers

TitleStatusHype
Deep Neural Collapse Is Provably Optimal for the Deep Unconstrained Features Model—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
Automatic learning algorithm selection for classification via convolutional neural networks—0
Outage Performance and Novel Loss Function for an ML-Assisted Resource Allocation: An Exact Analytical FrameworkCode0
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
Understanding Noise-Augmented Training for Randomized SmoothingCode0
Vulnerability Detection Using Two-Stage Deep Learning Models—0
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
Video-based Contrastive Learning on Decision Trees: from Action Recognition to Autism Diagnosis—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