SOTAVerified

Binary Classification

Papers

Showing 876900 of 2574 papers

TitleStatusHype
Deep Neural Collapse Is Provably Optimal for the Deep Unconstrained Features Model0
Relabeling Minimal Training Subset to Flip a PredictionCode0
Three-way Imbalanced Learning based on Fuzzy Twin SVM0
Pre-training Tensor-Train Networks Facilitates Machine Learning with Variational Quantum Circuits0
The Adversarial Consistency of Surrogate Risks for Binary Classification0
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 networks0
Label Smoothing is Robustification against Model Misspecification0
Pearson-Matthews correlation coefficients for binary and multinary classification and hypothesis testing0
Are ChatGPT and GPT-4 General-Purpose Solvers for Financial Text Analytics? A Study on Several Typical Tasks0
Vulnerability Detection Using Two-Stage Deep Learning Models0
Understanding Noise-Augmented Training for Randomized SmoothingCode0
A LSTM and Cost-Sensitive Learning-Based Real-Time Warning for Civil Aviation Over-limit0
Reconstructing Training Data from Multiclass Neural Networks0
GradTree: Learning Axis-Aligned Decision Trees with Gradient DescentCode1
Curating corpora with classifiers: A case study of clean energy sentiment online0
An Adaptive Algorithm for Learning with Unknown Distribution Drift0
Glitch in the Matrix: A Large Scale Benchmark for Content Driven Audio-Visual Forgery Detection and LocalizationCode1
Estimating the Density Ratio between Distributions with High Discrepancy using Multinomial Logistic Regression0
On the existence of solutions to adversarial training in multiclass classification0
Patient Independent Interictal Epileptiform Discharge Detection0
UCF: Uncovering Common Features for Generalizable Deepfake DetectionCode3
Vision-based Estimation of Fatigue and Engagement in Cognitive Training SessionsCode0
Universal Adversarial Backdoor Attacks to Fool Vertical Federated Learning in Cloud-Edge Collaboration0
STNet: Spatial and Temporal feature fusion network for change detection in remote sensing images0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Trompt + OpenAI embeddingAUROC0.98Unverified
2LightGBM + OpenAI embeddingAUROC0.97Unverified
3FTTransformer + RoBERTa fintuneAUROC0.96Unverified
4LightGBM + RoBERTa embeddingAUROC0.95Unverified
5FTTransformer + RoBERTa embeddingAUROC0.94Unverified
6ResNet + RoBERTa embeddingAUROC0.93Unverified
7ResNet + OpenAI embeddingAUROC0.92Unverified
8FTTransformer + OpenAI embeddingAUROC0.91Unverified
#ModelMetricClaimedVerifiedStatus
1Trompt + OpenAI embeddingAUROC0.81Unverified
2Multimodal-Net All-TextAUROC0.8Unverified
3ResNet + RoBERTa finetuneAUROC0.79Unverified
4LightGBM + RoBERTa embeddingAUROC0.77Unverified
#ModelMetricClaimedVerifiedStatus
1Attention based CNNF1 score0.93Unverified
#ModelMetricClaimedVerifiedStatus
1XGBoostF1-Score98.79Unverified