SOTAVerified

Binary Classification

Papers

Showing 101150 of 2574 papers

TitleStatusHype
Interactive Segmentation as Gaussian Process ClassificationCode1
Interactive Segmentation As Gaussion Process ClassificationCode1
Is the Performance of My Deep Network Too Good to Be True? A Direct Approach to Estimating the Bayes Error in Binary ClassificationCode1
Label Encoding for Regression NetworksCode1
GradTree: Learning Axis-Aligned Decision Trees with Gradient DescentCode1
Learning from Aggregate ObservationsCode1
A Closer Look at AUROC and AUPRC under Class ImbalanceCode1
Learning with Complementary Labels Revisited: The Selected-Completely-at-Random Setting Is More PracticalCode1
Lie-Equivariant Quantum Graph Neural NetworksCode1
LLM-DetectAIve: a Tool for Fine-Grained Machine-Generated Text DetectionCode1
Detecting Spam Reviews on Vietnamese E-commerce WebsitesCode1
Category-Wise Fine-Tuning for Image Multi-label Classification with Partial LabelsCode1
Masked Discrimination for Self-Supervised Learning on Point CloudsCode1
Masked Relation Learning for DeepFake DetectionCode1
MMoE: Enhancing Multimodal Models with Mixtures of Multimodal Interaction ExpertsCode1
Modeling PROTAC Degradation Activity with Machine LearningCode1
Multi-attentional Deepfake DetectionCode1
Multi-class probabilistic classification using inductive and cross Venn-Abers predictorsCode1
A Comparison Between Invariant and Equivariant Classical and Quantum Graph Neural NetworksCode1
Neuro-Inspired Information-Theoretic Hierarchical Perception for Multimodal LearningCode1
Aerial Imagery Pile burn detection using Deep Learning: the FLAME datasetCode1
On distinguishability criteria for estimating generative modelsCode1
On Using Classification Datasets to Evaluate Graph-Level Outlier Detection: Peculiar Observations and New InsightsCode1
OxonFair: A Flexible Toolkit for Algorithmic FairnessCode1
Paraphrase Types for Generation and DetectionCode1
Personalized Federated Learning through Local MemorizationCode1
BusterX: MLLM-Powered AI-Generated Video Forgery Detection and ExplanationCode1
Clinical Relation Extraction Using Transformer-based ModelsCode1
Bi-LORA: A Vision-Language Approach for Synthetic Image DetectionCode1
Benchmarking Distribution Shift in Tabular Data with TableShiftCode1
Boolformer: Symbolic Regression of Logic Functions with TransformersCode1
Combining Metric Learning and Attention Heads For Accurate and Efficient Multilabel Image ClassificationCode1
AttributionBench: How Hard is Automatic Attribution Evaluation?Code1
A unified framework for closed-form nonparametric regression, classification, preference and mixed problems with Skew Gaussian ProcessesCode1
An Empirical Study of Graph-Based Approaches for Semi-Supervised Time Series ClassificationCode1
A Rigorous Machine Learning Analysis Pipeline for Biomedical Binary Classification: Application in Pancreatic Cancer Nested Case-control Studies with Implications for Bias AssessmentsCode1
Beyond AUROC & co. for evaluating out-of-distribution detection performanceCode1
Bicleaner AI: Bicleaner Goes NeuralCode1
BORE: Bayesian Optimization by Density-Ratio EstimationCode1
Bridging Cross-task Protocol Inconsistency for Distillation in Dense Object DetectionCode1
Cal or No Cal? -- Real-Time Miscalibration Detection of LiDAR and Camera SensorsCode1
Can I Pour into It? Robot Imagining Open Containability Affordance of Previously Unseen Objects via Physical SimulationsCode1
Compatible deep neural network framework with financial time series data, including data preprocessor, neural network model and trading strategyCode1
AGILE3D: Attention Guided Interactive Multi-object 3D SegmentationCode1
ConspEmoLLM: Conspiracy Theory Detection Using an Emotion-Based Large Language ModelCode1
Constrained Optimization to Train Neural Networks on Critical and Under-Represented ClassesCode1
Counterfactual Zero-Shot and Open-Set Visual RecognitionCode1
Viral Pneumonia Screening on Chest X-ray Images Using Confidence-Aware Anomaly DetectionCode1
A survey of bias in Machine Learning through the prism of Statistical Parity for the Adult Data SetCode1
Automated detection of COVID-19 cases using deep neural networks with X-ray imagesCode1
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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