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Binary Classification

Papers

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Showing 2301–2350 of 2574 papers

TitleStatusHype
Lifting Weak Supervision To Structured PredictionCode0
ATPboost: Learning Premise Selection in Binary Setting with ATP FeedbackCode0
Undersampling is a Minimax Optimal Robustness Intervention in Nonparametric ClassificationCode0
Revisiting Non-separable Binary Classification and its Applications in Anomaly DetectionCode0
Fairness in Multi-Task Learning via Wasserstein BarycentersCode0
Fairness of ChatGPT and the Role Of Explainable-Guided PromptsCode0
19 Parameters Is All You Need: Tiny Neural Networks for Particle PhysicsCode0
DATAMAFIA at WNUT-2020 Task 2: A Study of Pre-trained Language Models along with Regularization Techniques for Downstream TasksCode0
Optimization meets Machine Learning: An Exact Algorithm for Semi-Supervised Support Vector MachinesCode0
Revisiting Visual Question Answering BaselinesCode0
The Marginal Value of Adaptive Gradient Methods in Machine LearningCode0
StreakNet-Arch: An Anti-scattering Network-based Architecture for Underwater Carrier LiDAR-Radar ImagingCode0
On double-descent in uncertainty quantification in overparametrized modelsCode0
Fast and Furious Convergence: Stochastic Second Order Methods under InterpolationCode0
LingJing at SemEval-2022 Task 3: Applying DeBERTa to Lexical-level Presupposed Relation Taxonomy with Knowledge TransferCode0
Rhapsody: A Dataset for Highlight Detection in PodcastsCode0
Rigorous Probabilistic Guarantees for Robust Counterfactual ExplanationsCode0
DACCORD : un jeu de données pour la Détection Automatique d'énonCés COntRaDictoires en françaisCode0
Adapting to Change: Robust Counterfactual Explanations in Dynamic Data LandscapesCode0
Cautious Calibration in Binary ClassificationCode0
Fast Meta-Learning for Adaptive Hierarchical Classifier DesignCode0
The MELODIC family for simultaneous binary logistic regression in a reduced spaceCode0
Fast Single-Class Classification and the Principle of Logit SeparationCode0
Cyber Security Data Science: Machine Learning Methods and their Performance on Imbalanced DatasetsCode0
Optimizing for ROC Curves on Class-Imbalanced Data by Training over a Family of Loss FunctionsCode0
LLSF - Learning Label Specific Features for Multi-Label ClassifcationCode0
Cross-Modal Cloze Task: A New Task to Brain-to-Word DecodingCode0
Cross-lingual Approaches for the Detection of Adverse Drug Reactions in German from a Patient’s PerspectiveCode0
Causality for Inherently Explainable Transformers: CAT-XPLAINCode0
Analysing Risk of Coronary Heart Disease through Discriminative Neural NetworksCode0
AILS-NTUA at SemEval-2024 Task 6: Efficient model tuning for hallucination detection and analysisCode0
Aggressive Sampling for Multi-class to Binary Reduction with Applications to Text ClassificationCode0
Optimizing ROC Curves with a Sort-Based Surrogate Loss Function for Binary Classification and Changepoint DetectionCode0
Cross-lingual Approaches for the Detection of Adverse Drug Reactions in German from a Patient's PerspectiveCode0
RoBIn: A Transformer-Based Model For Risk Of Bias Inference With Machine Reading ComprehensionCode0
Cross-Language Learning for Program Classification using Bilateral Tree-Based Convolutional Neural NetworksCode0
Robust Bayesian Classification Using an Optimistic Score RatioCode0
Building a Sentiment Corpus of Tweets in Brazilian PortugueseCode0
Robust binary classification with the 01 lossCode0
Longformer: Longitudinal Transformer for Alzheimer's Disease Classification with Structural MRIsCode0
Ord2Seq: Regarding Ordinal Regression as Label Sequence PredictionCode0
Bug Destiny Prediction in Large Open-Source Software Repositories through Sentiment Analysis and BERT Topic ModelingCode0
Cross-Database Liveness Detection: Insights from Comparative Biometric AnalysisCode0
Strokes2Surface: Recovering Curve Networks From 4D Architectural Design SketchesCode0
Finding Optimal Diverse Feature Sets with Alternative Feature SelectionCode0
The Multimarginal Optimal Transport Formulation of Adversarial Multiclass ClassificationCode0
Critical Perspectives: A Benchmark Revealing Pitfalls in PerspectiveAPICode0
Finding Strong Lottery Ticket Networks with Genetic AlgorithmsCode0
Aggregating Layers for Deepfake DetectionCode0
Outage Performance and Novel Loss Function for an ML-Assisted Resource Allocation: An Exact Analytical FrameworkCode0
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All datasetsfakekickstarterGlyphnet DatasetTII-SSRC-23

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