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Binary Classification

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Showing 2201–2250 of 2574 papers

TitleStatusHype
Deep-learning models improve on community-level diagnosis for common congenital heart disease lesions—0
Positive-Unlabeled Classification under Class Prior Shift and Asymmetric Error—0
On the Learning Dynamics of Deep Neural Networks—0
Computer-Aided Diagnosis of Label-Free 3-D Optical Coherence Microscopy Images of Human Cervical Tissue—0
Solving for multi-class: a survey and synthesis—0
Sample Complexity of Nonparametric Semi-Supervised Learning—0
Binary Classification of Alzheimer Disease using sMRI Imaging modality and Deep Learning—0
On the Calibration of Nested Dichotomies for Large Multiclass Tasks—0
Information-Theoretic Active Learning for Content-Based Image RetrievalCode0
Infinite Curriculum Learning for Efficiently Detecting Gastric Ulcers in WCE Images—0
Chi-Square Test Neural Network: A New Binary Classifier based on Backpropagation Neural Network—0
Parity Queries for Binary Classification—0
Learning Discriminative Video Representations Using Adversarial Perturbations—0
Hierarchical CVAE for Fine-Grained Hate Speech Classification—0
Boosting Binary Optimization via Binary Classification: A Case Study of Job Shop SchedulingCode0
A Characterwise Windowed Approach to Hebrew Morphological SegmentationCode0
A Precision Environment-Wide Association Study of Hypertension via Supervised Cadre Models—0
Learning ReLU Networks on Linearly Separable Data: Algorithm, Optimality, and Generalization—0
Fake Sentence Detection as a Training Task for Sentence Encoding—0
Spatial Filtering for Brain Computer Interfaces: A Comparison between the Common Spatial Pattern and Its Variant—0
Language-Based Automatic Assessment of Cognitive and Communicative Functions Related to Parkinson's Disease—0
Modeling the Readability of German Targeting Adults and Children: An empirically broad analysis and its cross-corpus validation—0
Automatic Assessment of Conceptual Text Complexity Using Knowledge Graphs—0
Supervised Rhyme Detection with Siamese Recurrent Networks—0
Multi-Speaker DOA Estimation Using Deep Convolutional Networks Trained with Noise Signals—0
A Hierarchical Approach to Neural Context-Aware Modeling—0
Global and local evaluation of link prediction tasks with neural embeddings—0
Premise selection with neural networks and distributed representation of featuresCode0
Contrastive Video Representation Learning via Adversarial Perturbations—0
Particle Filtering Methods for Stochastic Optimization with Application to Large-Scale Empirical Risk Minimization—0
Modeling Task Relationships in Multi-task Learning with Multi-gate Mixture-of-ExpertsCode0
Receiver Operating Characteristic Curves and Confidence Bands for Support Vector Machines—0
A New Variational Model for Binary Classification in the Supervised Learning Context—0
Automated and Interpretable Patient ECG Profiles for Disease Detection, Tracking, and DiscoveryCode0
Theory IIIb: Generalization in Deep Networks—0
hep-th—0
Dynamic Spectrum Matching with One-shot Learning—0
Gradient Adversarial Training of Neural Networks—0
Real-time Prediction of Segmentation Quality—0
Binary Classification in Unstructured Space With Hypergraph Case-Based ReasoningCode0
Non-Negative Networks Against Adversarial AttacksCode0
Analysis of the Effect of Unexpected Outliers in the Classification of Spectroscopy Data—0
Stochastic Gradient Descent with Exponential Convergence Rates of Expected Classification Errors—0
Partial AUC Maximization via Nonlinear Scoring Functions—0
Logistic Ensemble Models—0
When Will Gradient Methods Converge to Max-margin Classifier under ReLU Models?—0
Performance Metric Elicitation from Pairwise Classifier Comparisons—0
Binary Classification with Karmic, Threshold-Quasi-Concave Metrics—0
UMD at SemEval-2018 Task 10: Can Word Embeddings Capture Discriminative Attributes?—0
SemEval-2018 Task 9: Hypernym Discovery—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