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Binary Classification

Papers

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Showing 601–650 of 2574 papers

TitleStatusHype
The Impact of an XAI-Augmented Approach on Binary Classification with Scarce Data—0
Small Aerial Target Detection for Airborne Infrared Detection Systems using LightGBM and Trajectory Constraints—0
Advancing Process Verification for Large Language Models via Tree-Based Preference Learning—0
EHRmonize: A Framework for Medical Concept Abstraction from Electronic Health Records using Large Language ModelsCode0
IndoToxic2024: A Demographically-Enriched Dataset of Hate Speech and Toxicity Types for Indonesian Language—0
Detecting Machine-Generated Texts: Not Just "AI vs Humans" and Explainability is Complicated—0
Continuous Output Personality Detection Models via Mixed Strategy Training—0
AllMatch: Exploiting All Unlabeled Data for Semi-Supervised Learning—0
Towards Fine-Grained Citation Evaluation in Generated Text: A Comparative Analysis of Faithfulness Metrics—0
Pathological Regularization Regimes in Classification TasksCode0
Movement-Prediction-Adjusted Naïve Forecast—0
Fine-Tuning BERTs for Definition Extraction from Mathematical Text—0
Is AI fun? HumorDB: a curated dataset and benchmark to investigate graphical humor—0
Challenges in Binary Classification—0
Skin Cancer Images Classification using Transfer Learning Techniques—0
TREE: Tree Regularization for Efficient Execution—0
Retraining with Predicted Hard Labels Provably Increases Model Accuracy—0
Explainable assessment of financial experts' credibility by classifying social media forecasts and checking the predictions with actual market data—0
Is Efficient PAC Learning Possible with an Oracle That Responds 'Yes' or 'No'?—0
Hyperbolic sentence representations for solving Textual Entailment—0
Biomarker based Cancer Classification using an Ensemble with Pre-trained Models—0
Learning from Natural Language Explanations for Generalizable Entity Matching—0
Improving Noise Robustness through Abstractions and its Impact on Machine Learning—0
LT4SG@SMM4H24: Tweets Classification for Digital Epidemiology of Childhood Health Outcomes Using Pre-Trained Language Models—0
Toxic Memes: A Survey of Computational Perspectives on the Detection and Explanation of Meme ToxicitiesCode0
Sequential Binary Classification for Intrusion Detection—0
Novel Approach to Intrusion Detection: Introducing GAN-MSCNN-BILSTM with LIME Predictions—0
Predicting Genetic Mutation from Whole Slide Images via Biomedical-Linguistic Knowledge Enhanced Multi-label ClassificationCode0
Annotation Guidelines-Based Knowledge Augmentation: Towards Enhancing Large Language Models for Educational Text Classification—0
Using Constraints to Discover Sparse and Alternative Subgroup DescriptionsCode0
Conformal Transformation of Kernels: A Geometric Perspective on Text Classification—0
Aligning Multiclass Neural Network Classifier Criterion with Task Performance via F_β-Score—0
Video-Language Critic: Transferable Reward Functions for Language-Conditioned RoboticsCode0
Threshold-Independent Fair Matching through Score CalibrationCode0
Towards Efficient Disaster Response via Cost-effective Unbiased Class Rate Estimation through Neyman Allocation Stratified Sampling Active Learning—0
Classifying Overlapping Gaussian Mixtures in High Dimensions: From Optimal Classifiers to Neural NetsCode0
Exploring the Performance of Continuous-Time Dynamic Link Prediction AlgorithmsCode0
Glauber Generative Model: Discrete Diffusion Models via Binary Classification—0
Competing for pixels: a self-play algorithm for weakly-supervised segmentationCode0
A Provably Effective Method for Pruning Experts in Fine-tuned Sparse Mixture-of-Experts—0
Mind the Gap: A Causal Perspective on Bias Amplification in Prediction & Decision-Making—0
Smoothed Online Classification can be Harder than Batch Classification—0
Retrieval-Augmented Mining of Temporal Logic Specifications from Data—0
High-dimensional Learning with Noisy Labels—0
Neural Collapse versus Low-rank Bias: Is Deep Neural Collapse Really Optimal?—0
AnyLoss: Transforming Classification Metrics into Loss FunctionsCode0
Investigating Persuasion Techniques in Arabic: An Empirical Study Leveraging Large Language Models—0
Inverse Design of Metal-Organic Frameworks Using Quantum Natural Language ProcessingCode0
A Multi-Modal Explainability Approach for Human-Aware Robots in Multi-Party Conversation—0
A Three-Phase Analysis of Synergistic Effects During Co-pyrolysis of Algae and Wood for Biochar Yield Using Machine Learning—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