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
MVMTnet: A Multi-variate Multi-modal Transformer for Multi-class Classification of Cardiac Irregularities Using ECG Waveforms and Clinical NotesCode1
Neuro-Inspired Information-Theoretic Hierarchical Perception for Multimodal LearningCode1
On distinguishability criteria for estimating generative modelsCode1
Online LiDAR-Camera Extrinsic Parameters Self-checkingCode1
Achieving robustness in classification using optimal transport with hinge regularizationCode1
OxonFair: A Flexible Toolkit for Algorithmic FairnessCode1
Paraphrase Types for Generation and DetectionCode1
Personalized Federated Learning through Local MemorizationCode1
Explanatory Learning: Beyond Empiricism in Neural NetworksCode1
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