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Binary Classification

Papers

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Showing 51–100 of 2574 papers

TitleStatusHype
Neuro-Inspired Information-Theoretic Hierarchical Perception for Multimodal LearningCode1
Fast Fishing: Approximating BAIT for Efficient and Scalable Deep Active Image ClassificationCode1
Bi-LORA: A Vision-Language Approach for Synthetic Image DetectionCode1
ConspEmoLLM: Conspiracy Theory Detection Using an Emotion-Based Large Language ModelCode1
Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural NetworkCode1
AttributionBench: How Hard is Automatic Attribution Evaluation?Code1
Machine-Generated Text LocalizationCode1
Self-Calibrating Conformal PredictionCode1
Alleviating Structural Distribution Shift in Graph Anomaly DetectionCode1
Enumerating the k-fold configurations in multi-class classification problemsCode1
A Closer Look at AUROC and AUPRC under Class ImbalanceCode1
Positive-Unlabeled Learning by Latent Group-Aware Meta DisambiguationCode1
Revisiting Graph-Based Fraud Detection in Sight of Heterophily and SpectrumCode1
Multi-class Support Vector Machine with Maximizing Minimum MarginCode1
Benchmarking Distribution Shift in Tabular Data with TableShiftCode1
STREAMLINE: An Automated Machine Learning Pipeline for Biomedicine Applied to Examine the Utility of Photography-Based Phenotypes for OSA Prediction Across International Sleep CentersCode1
A Comparison Between Invariant and Equivariant Classical and Quantum Graph Neural NetworksCode1
Event Detection in Time Series: Universal Deep Learning ApproachCode1
Category-Wise Fine-Tuning for Image Multi-label Classification with Partial LabelsCode1
Learning with Complementary Labels Revisited: The Selected-Completely-at-Random Setting Is More PracticalCode1
Unified Classification and Rejection: A One-versus-All FrameworkCode1
MMoE: Enhancing Multimodal Models with Mixtures of Multimodal Interaction ExpertsCode1
Human-Centric Autonomous Systems With LLMs for User Command ReasoningCode1
Invariant-Feature Subspace Recovery: A New Class of Provable Domain Generalization AlgorithmsCode1
Enhancing sea ice segmentation in Sentinel-1 images with atrous convolutionsCode1
A Comprehensive Python Library for Deep Learning-Based Event Detection in Multivariate Time Series Data and Information Retrieval in NLPCode1
Paraphrase Types for Generation and DetectionCode1
Testing the Consistency of Performance Scores Reported for Binary Classification ProblemsCode1
Robust-GBDT: GBDT with Nonconvex Loss for Tabular Classification in the Presence of Label Noise and Class ImbalanceCode1
Boolformer: Symbolic Regression of Logic Functions with TransformersCode1
Doppelgangers: Learning to Disambiguate Images of Similar StructuresCode1
Enhancing Mobile Face Anti-Spoofing: A Robust Framework for Diverse Attack Types under Screen FlashCode1
Bridging Cross-task Protocol Inconsistency for Distillation in Dense Object DetectionCode1
UMMAFormer: A Universal Multimodal-adaptive Transformer Framework for Temporal Forgery LocalizationCode1
VI-Net: Boosting Category-level 6D Object Pose Estimation via Learning Decoupled Rotations on the Spherical RepresentationsCode1
Multi-Label Knowledge DistillationCode1
Described Object Detection: Liberating Object Detection with Flexible ExpressionsCode1
Exploring Binary Classification Loss For Speaker VerificationCode1
Beyond AUROC & co. for evaluating out-of-distribution detection performanceCode1
AGILE3D: Attention Guided Interactive Multi-object 3D SegmentationCode1
GradTree: Learning Axis-Aligned Decision Trees with Gradient DescentCode1
Glitch in the Matrix: A Large Scale Benchmark for Content Driven Audio-Visual Forgery Detection and LocalizationCode1
Noisy Correspondence Learning with Meta Similarity CorrectionCode1
Interactive Segmentation as Gaussian Process ClassificationCode1
Masked Relation Learning for DeepFake DetectionCode1
MVMTnet: A Multi-variate Multi-modal Transformer for Multi-class Classification of Cardiac Irregularities Using ECG Waveforms and Clinical NotesCode1
Lero: A Learning-to-Rank Query OptimizerCode1
Long-tail Detection with Effective Class-MarginsCode1
Interactive Segmentation As Gaussion Process ClassificationCode1
De-risking Carbon Capture and Sequestration with Explainable CO2 Leakage Detection in Time-lapse Seismic Monitoring ImagesCode1
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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