SOTAVerified

Binary Classification

Papers

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Showing 276–300 of 2574 papers

TitleStatusHype
Detection of Human and Machine-Authored Fake News in UrduCode0
Less Discriminatory Alternative and Interpretable XGBoost Framework for Binary Classification—0
DCT-HistoTransformer: Efficient Lightweight Vision Transformer with DCT Integration for histopathological image analysis—0
Binary Classification: Is Boosting stronger than Bagging?—0
PESFormer: Boosting Macro- and Micro-expression Spotting with Direct Timestamp Encoding—0
Low-Rank Tensor Learning by Generalized Nonconvex Regularization—0
Finite-Sample and Distribution-Free Fair Classification: Optimal Trade-off Between Excess Risk and Fairness, and the Cost of Group-Blindness—0
On the Geometry of Regularization in Adversarial Training: High-Dimensional Asymptotics and Generalization Bounds—0
Explainability of Highly Associated Fuzzy Churn Patterns in Binary Classification—0
1024m at SMM4H 2024: Tasks 3, 5 & 6 -- Ensembles of Transformers and Large Language Models for Medical Text Classification—0
Data Augmentation via Diffusion Model to Enhance AI Fairness—0
Advancing Physics Data Analysis through Machine Learning and Physics-Informed Neural Networks—0
How EEG preprocessing shapes decoding performanceCode1
Auto Detecting Cognitive Events Using Machine Learning on Pupillary Data—0
Beyond Binary: Towards Fine-Grained LLM-Generated Text Detection via Role Recognition and Involvement Measurement—0
Unveiling Large Language Models Generated Texts: A Multi-Level Fine-Grained Detection FrameworkCode0
Real-time Fake News from Adversarial FeedbackCode0
Integrating Deep Learning with Fundus and Optical Coherence Tomography for Cardiovascular Disease Prediction—0
CAKD: A Correlation-Aware Knowledge Distillation Framework Based on Decoupling Kullback-Leibler Divergence—0
Integrating Large Language Models and Reinforcement Learning for Non-Linear Reasoning—0
SoK: Prompt Hacking of Large Language Models—0
Sample Compression Scheme Reductions—0
Explainable Binary Classification of Separable Shape Ensembles—0
Meta-Chunking: Learning Text Segmentation and Semantic Completion via Logical PerceptionCode3
Weak-to-Strong Generalization beyond Accuracy: a Pilot Study in Safety, Toxicity, and Legal ReasoningCode0
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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