SOTAVerified

Binary Classification

Papers

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Showing 301–350 of 2574 papers

TitleStatusHype
Geometric Inductive Biases of Deep Networks: The Role of Data and ArchitectureCode0
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
ABBA-VSM: Time Series Classification using Symbolic Representation on the Edge—0
Measurability in the Fundamental Theorem of Statistical Learning—0
Towards the Effect of Examples on In-Context Learning: A Theoretical Case Study—0
Training on Fake Labels: Mitigating Label Leakage in Split Learning via Secure Dimension Transformation—0
Comparing Quantum Encoding Techniques—0
Efficient line search for optimizing Area Under the ROC Curve in gradient descentCode0
HLM-Cite: Hybrid Language Model Workflow for Text-based Scientific Citation PredictionCode0
Understanding Gradient Boosting Classifier: Training, Prediction, and the Role of γ_j—0
Copiloting Diagnosis of Autism in Real Clinical Scenarios via LLMs—0
Feature Selection Gates with Gradient Routing for Endoscopic Image ComputingCode1
Superficial Safety Alignment Hypothesis—0
GRU-D Characterizes Age-Specific Temporal Missingness in MIMIC-IV—0
EnsemW2S: Can an Ensemble of LLMs be Leveraged to Obtain a Stronger LLM?—0
Optimizing Sparse Generalized Singular Vectors for Feature Selection in Proximal Support Vector Machines with Application to Breast and Ovarian Cancer Detection—0
Training Over a Distribution of Hyperparameters for Enhanced Performance and Adaptability on Imbalanced Classification—0
Universality in Transfer Learning for Linear Models—0
Evaluating the performance of state-of-the-art esg domain-specific pre-trained large language models in text classification against existing models and traditional machine learning techniques—0
Linear Projections of Teacher Embeddings for Few-Class Distillation—0
Fine-Tuning Personalization in Federated Learning to Mitigate Adversarial Clients—0
Machine Learning in Industrial Quality Control of Glass Bottle Prints—0
Enhancing GANs with Contrastive Learning-Based Multistage Progressive Finetuning SNN and RL-Based External Optimization—0
Balancing the Scales: A Comprehensive Study on Tackling Class Imbalance in Binary Classification—0
Probing Omissions and Distortions in Transformer-based RDF-to-Text Models—0
ABCFair: an Adaptable Benchmark approach for Comparing Fairness MethodsCode0
GS-Net: Global Self-Attention Guided CNN for Multi-Stage Glaucoma Classification—0
Cyber Knowledge Completion Using Large Language Models—0
LTNtorch: PyTorch Implementation of Logic Tensor NetworksCode2
On the Within-class Variation Issue in Alzheimer's Disease Detection—0
Applying Pre-trained Multilingual BERT in Embeddings for Improved Malicious Prompt Injection Attacks Detection—0
Trustworthy Intrusion Detection: Confidence Estimation Using Latent Space—0
On Vision Transformers for Classification Tasks in Side-Scan Sonar Imagery—0
THaMES: An End-to-End Tool for Hallucination Mitigation and Evaluation in Large Language ModelsCode0
A logical alarm for misaligned binary classifiers—0
Astrometric Binary Classification Via Artificial Neural Networks—0
Optimal Classification-based Anomaly Detection with Neural Networks: Theory and PracticeCode0
Byzantine-Robust and Communication-Efficient Distributed Learning via Compressed Momentum Filtering—0
TabKANet: Tabular Data Modeling with Kolmogorov-Arnold Network and TransformerCode1
Ensemble Methods for Sequence Classification with Hidden Markov Models—0
Explainable Metrics for the Assessment of Neurodegenerative Diseases through Handwriting Analysis—0
ExDDI: Explaining Drug-Drug Interaction Predictions with Natural Language—0
When resampling/reweighting improves feature learning in imbalanced classification?: A toy-model study—0
Constrained Multi-Layer Contrastive Learning for Implicit Discourse Relationship Recognition—0
Sequential Classification of MisinformationCode0
Dynamics of Supervised and Reinforcement Learning in the Non-Linear Perceptron—0
PMLBmini: A Tabular Classification Benchmark Suite for Data-Scarce ApplicationsCode1
Benign Overfitting under Learning Rate Conditions for α Sub-exponential Input—0
Modeling offensive content detection for TikTok—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