SOTAVerified

Binary Classification

Papers

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Showing 476–500 of 2574 papers

TitleStatusHype
DCT-HistoTransformer: Efficient Lightweight Vision Transformer with DCT Integration for histopathological image analysis—0
PESFormer: Boosting Macro- and Micro-expression Spotting with Direct Timestamp Encoding—0
Less Discriminatory Alternative and Interpretable XGBoost Framework for Binary Classification—0
Explainability of Highly Associated Fuzzy Churn Patterns in Binary Classification—0
On the Geometry of Regularization in Adversarial Training: High-Dimensional Asymptotics and Generalization Bounds—0
Finite-Sample and Distribution-Free Fair Classification: Optimal Trade-off Between Excess Risk and Fairness, and the Cost of Group-Blindness—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
Integrating Deep Learning with Fundus and Optical Coherence Tomography for Cardiovascular Disease Prediction—0
Unveiling Large Language Models Generated Texts: A Multi-Level Fine-Grained Detection FrameworkCode0
Advancing Physics Data Analysis through Machine Learning and Physics-Informed Neural Networks—0
Beyond Binary: Towards Fine-Grained LLM-Generated Text Detection via Role Recognition and Involvement Measurement—0
Auto Detecting Cognitive Events Using Machine Learning on Pupillary Data—0
Real-time Fake News from Adversarial FeedbackCode0
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
Weak-to-Strong Generalization beyond Accuracy: a Pilot Study in Safety, Toxicity, and Legal ReasoningCode0
Geometric Inductive Biases of Deep Networks: The Role of Data and ArchitectureCode0
ABBA-VSM: Time Series Classification using Symbolic Representation on the Edge—0
Not All Options Are Created Equal: Textual Option Weighting for Token-Efficient LLM-Based Knowledge Tracing—0
Feature Averaging: An Implicit Bias of Gradient Descent Leading to Non-Robustness in Neural Networks—0
Measurability in the Fundamental Theorem of Statistical 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