SOTAVerified

Binary Classification

Papers

Showing 151200 of 2574 papers

TitleStatusHype
Automated detection of COVID-19 cases using deep neural networks with X-ray imagesCode1
Detecting Hate Speech in Multi-modal MemesCode1
An Empirical Study of Graph-Based Approaches for Semi-Supervised Time Series ClassificationCode1
Diffusion Mechanism in Residual Neural Network: Theory and ApplicationsCode1
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed DatasetsCode1
Distribution-free binary classification: prediction sets, confidence intervals and calibrationCode1
Do Response Selection Models Really Know What's Next? Utterance Manipulation Strategies for Multi-turn Response SelectionCode1
Dynamically Mitigating Data Discrepancy with Balanced Focal Loss for Replay Attack DetectionCode1
Alleviating Structural Distribution Shift in Graph Anomaly DetectionCode1
EDINET-Bench: Evaluating LLMs on Complex Financial Tasks using Japanese Financial StatementsCode1
Failure Detection in Medical Image Classification: A Reality Check and Benchmarking TestbedCode1
A Rigorous Machine Learning Analysis Pipeline for Biomedical Binary Classification: Application in Pancreatic Cancer Nested Case-control Studies with Implications for Bias AssessmentsCode1
Feature robustness and sex differences in medical imaging: a case study in MRI-based Alzheimer's disease detectionCode1
Feature Selection Gates with Gradient Routing for Endoscopic Image ComputingCode1
A Stochastic Optimization Framework for Fair Risk MinimizationCode1
Finding active galactic nuclei through FinkCode1
A survey of bias in Machine Learning through the prism of Statistical Parity for the Adult Data SetCode1
Generalizable Method for Face Anti-Spoofing with Semi-Supervised LearningCode1
Gesture Recognition for Initiating Human-to-Robot HandoversCode1
Gigapixel Histopathological Image Analysis using Attention-based Neural NetworksCode1
Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural NetworkCode1
Hard-Attention Gates with Gradient Routing for Endoscopic Image ComputingCode1
How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative ModelsCode1
Human-Centric Autonomous Systems With LLMs for User Command ReasoningCode1
Iris Presentation Attack Detection Based on Photometric Stereo FeaturesCode1
A Comprehensive Python Library for Deep Learning-Based Event Detection in Multivariate Time Series Data and Information Retrieval in NLPCode1
Label Encoding for Regression NetworksCode1
Learning from Synthetic InSAR with Vision Transformers: The case of volcanic unrest detectionCode1
ACFD: Asymmetric Cartoon Face DetectorCode1
Learning to Filter Outlier Edges in Global SfMCode1
Learning with Complementary Labels Revisited: The Selected-Completely-at-Random Setting Is More PracticalCode1
Lero: A Learning-to-Rank Query OptimizerCode1
Architecture for Trajectory-Based Fishing Ship Classification with AIS DataCode1
Long-tail Detection with Effective Class-MarginsCode1
Beyond AUROC & co. for evaluating out-of-distribution detection performanceCode1
An Algorithm for Learning Smaller Representations of Models With Scarce DataCode1
Masked Discrimination for Self-Supervised Learning on Point CloudsCode1
Masked Relation Learning for DeepFake DetectionCode1
Constrained Optimization to Train Neural Networks on Critical and Under-Represented ClassesCode1
MMoE: Enhancing Multimodal Models with Mixtures of Multimodal Interaction ExpertsCode1
Explanatory Learning: Beyond Empiricism in Neural NetworksCode1
MVMTnet: A Multi-variate Multi-modal Transformer for Multi-class Classification of Cardiac Irregularities Using ECG Waveforms and Clinical NotesCode1
Noisy Correspondence Learning with Meta Similarity CorrectionCode1
On distinguishability criteria for estimating generative modelsCode1
Achieving robustness in classification using optimal transport with hinge regularizationCode1
On Using Classification Datasets to Evaluate Graph-Level Outlier Detection: Peculiar Observations and New InsightsCode1
Pairwise Difference Learning for ClassificationCode1
Paraphrase Types for Generation and DetectionCode1
Positive-Unlabeled Learning by Latent Group-Aware Meta DisambiguationCode1
Multi-Label Knowledge DistillationCode1
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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