SOTAVerified

Feature Importance

Papers

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Showing 201–250 of 890 papers

TitleStatusHype
Explainable Reinforcement Learning for Formula One Race Strategy—0
Explaining Humour Style Classifications: An XAI Approach to Understanding Computational Humour Analysis—0
Group Shapley with Robust Significance Testing and Its Application to Bond Recovery Rate Prediction—0
Leveraging Explainable AI for LLM Text Attribution: Differentiating Human-Written and Multiple LLMs-Generated Text—0
DiffCAM: Data-Driven Saliency Maps by Capturing Feature Differences—0
DejaVid: Encoder-Agnostic Learned Temporal Matching for Video ClassificationCode0
FitCF: A Framework for Automatic Feature Importance-guided Counterfactual Example GenerationCode0
Assets Forecasting with Feature Engineering and Transformation Methods for LightGBM—0
Minimal Batch Adaptive Learning Policy Engine for Real-Time Mid-Price Forecasting in High-Frequency Trading—0
Iterative Feature Exclusion Ranking for Deep Tabular LearningCode0
Choose Your Explanation: A Comparison of SHAP and GradCAM in Human Activity RecognitionCode0
Risk-Adjusted Performance of Random Forest Models in High-Frequency Trading—0
Which Imputation Fits Which Feature Selection Method? A Survey-Based Simulation Study—0
Predicting change in time production -- A machine learning approach to time perception—0
Stabilizing Machine Learning for Reproducible and Explainable Results: A Novel Validation Approach to Subject-Specific InsightsCode0
S&P 500 Trend Prediction—0
Assessing high-order effects in feature importance via predictability decomposition—0
AltFS: Agency-light Feature Selection with Large Language Models in Deep Recommender Systems—0
ASDnB: Merging Face with Body Cues For Robust Active Speaker DetectionCode0
Leveraging Black-box Models to Assess Feature Importance in Unconditional Distribution—0
BIAS: A Body-based Interpretable Active Speaker ApproachCode0
Multiclass Post-Earthquake Building Assessment Integrating High-Resolution Optical and SAR Satellite Imagery, Ground Motion, and Soil Data with Transformers—0
Uniform Discretized Integrated Gradients: An effective attribution based method for explaining large language models—0
VR Based Emotion Recognition Using Deep Multimodal Fusion With Biosignals Across Multiple Anatomical Domains—0
Crash Severity Risk Modeling Strategies under Data Imbalance—0
Investigating the importance of social vulnerability in opioid-related mortality across the United States—0
Classifying Simulated Gait Impairments using Privacy-preserving Explainable Artificial Intelligence and Mobile Phone Videos—0
Explaining the Unexplained: Revealing Hidden Correlations for Better Interpretability—0
Integrative CAM: Adaptive Layer Fusion for Comprehensive Interpretation of CNNs—0
Forma mentis networks predict creativity ratings of short texts via interpretable artificial intelligence in human and GPT-simulated raters—0
Visual Error Patterns in Multi-Modal AI: A Statistical Approach—0
A Graph Neural Network deep-dive into successful counterattacks—0
CatNet: Controlling the False Discovery Rate in LSTM with SHAP Feature Importance and Gaussian Mirrors—0
Research on Effectiveness Evaluation and Optimization of Baseball Teaching Method Based on Machine Learning—0
Online High-Frequency Trading Stock Forecasting with Automated Feature Clustering and Radial Basis Function Neural NetworksCode0
Interpretable QSPR Modeling using Recursive Feature Machines and Multi-scale Fingerprints—0
Verifying Machine Unlearning with Explainable AICode0
STRisk: A Socio-Technical Approach to Assess Hacking Breaches Risk—0
Exploring Non-Linear Effects of Built Environment on Travel Using an Integrated Machine Learning and Inferential Modeling Approach: A Three-Wave Repeated Cross-Sectional Study—0
Integrated Machine Learning and Survival Analysis Modeling for Enhanced Chronic Kidney Disease Risk StratificationCode0
Feature Importance of Climate Vulnerability Indicators with Gradient Boosting across Five Global Cities—0
Mapping Methane -- The Impact of Dairy Farm Practices on Emissions Through Satellite Data and Machine Learning—0
Machine learning approaches to explore important features behind bird flight modes—0
Enhancing Phishing Detection through Feature Importance Analysis and Explainable AI: A Comparative Study of CatBoost, XGBoost, and EBM Models—0
Predictors of disease outbreaks at continentalscale in the African region: Insights and predictions with geospatial artificial intelligence using earth observations and routine disease surveillance data—0
Explainable AI through a Democratic Lens: DhondtXAI for Proportional Feature Importance Using the D'Hondt MethodCode0
Exploring Feature Importance and Explainability Towards Enhanced ML-Based DoS Detection in AI Systems—0
Enriching Tabular Data with Contextual LLM Embeddings: A Comprehensive Ablation Study for Ensemble Classifiers—0
BiT-MamSleep: Bidirectional Temporal Mamba for EEG Sleep Staging—0
Enhancing Osteoporosis Detection: An Explainable Multi-Modal Learning Framework with Feature Fusion and Variable Clustering—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Garson Variable ImportancePearson Correlation0.76—Unverified
2VarImpVIANNPearson Correlation0.76—Unverified
#ModelMetricClaimedVerifiedStatus
1VarImpVIANNPearson Correlation0.6—Unverified
2Garson Variable ImportancePearson Correlation0.22—Unverified
#ModelMetricClaimedVerifiedStatus
1VarImpVIANNPearson Correlation0.86—Unverified
2Garson Variable ImportancePearson Correlation0.64—Unverified
#ModelMetricClaimedVerifiedStatus
1VarImpVIANNPearson Correlation0.83—Unverified
2Garson Variable ImportancePearson Correlation0.6—Unverified
#ModelMetricClaimedVerifiedStatus
1VarImpVIANNPearson Correlation0.9—Unverified
2Garson Variable ImportancePearson Correlation0.73—Unverified
#ModelMetricClaimedVerifiedStatus
1Garson Variable ImportancePearson Correlation0.74—Unverified
2VarImpVIANNPearson Correlation0.41—Unverified