SOTAVerified

Feature Importance

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 801–850 of 890 papers

TitleStatusHype
Adversarial Mixture Of Experts with Category Hierarchy Soft ConstraintCode0
What's Wrong with Your Synthetic Tabular Data? Using Explainable AI to Evaluate Generative ModelsCode0
FitCF: A Framework for Automatic Feature Importance-guided Counterfactual Example GenerationCode0
Ranking Social Media News Feeds: A Comparative Study of Personalized and Non-personalized Prediction ModelsCode0
An Evaluation of Explanation Methods for Black-Box Detectors of Machine-Generated TextCode0
A Guide to Feature Importance Methods for Scientific InferenceCode0
Model-agnostic Feature Importance and Effects with Dependent Features -- A Conditional Subgroup ApproachCode0
An ensemble meta-estimator to predict source code testabilityCode0
Model-agnostic variable importance for predictive uncertainty: an entropy-based approachCode0
Variable Importance Matching for Causal InferenceCode0
From Feature Importance to Natural Language Explanations Using LLMs with RAGCode0
Feature Importance Disparities for Data Bias InvestigationsCode0
SHAP-XRT: The Shapley Value Meets Conditional Independence TestingCode0
Model Explanations via the Axiomatic Causal LensCode0
Solving Offline Reinforcement Learning with Decision Tree RegressionCode0
Saliency Map Verbalization: Comparing Feature Importance Representations from Model-free and Instruction-based MethodsCode0
GAIA: Delving into Gradient-based Attribution Abnormality for Out-of-distribution DetectionCode0
Consistent feature attribution for tree ensemblesCode0
Unsupervised Features Ranking via Coalitional Game Theory for Categorical DataCode0
Variable Selection with Copula EntropyCode0
GLANCE: Global to Local Architecture-Neutral Concept-based ExplanationsCode0
Relative Feature ImportanceCode0
An Annotated Corpus of Textual Explanations for Clinical Decision SupportCode0
Confident Feature RankingCode0
Tell Me a Story! Narrative-Driven XAI with Large Language ModelsCode0
A Multilinear Sampling Algorithm to Estimate Shapley ValuesCode0
Granger-causal Attentive Mixtures of Experts: Learning Important Features with Neural NetworksCode0
Mortality Prediction with Adaptive Feature Importance Recalibration for Peritoneal Dialysis Patients: a deep-learning-based study on a real-world longitudinal follow-up datasetCode0
Graph machine learning for flight delay prediction due to holding manouverCode0
Unveiling the Power of Sparse Neural Networks for Feature SelectionCode0
AmorProt: Amino Acid Molecular Fingerprints Repurposing based Protein FingerprintCode0
Ranking Feature-Block Importance in Artificial Multiblock Neural NetworksCode0
Conditional Feature Importance with Generative Modeling Using Adversarial Random ForestsCode0
Approximation of the Proximal Operator of the _ Norm Using a Neural NetworkCode0
Conditional Feature Importance for Mixed DataCode0
Multi-criteria Rank-based Aggregation for Explainable AICode0
Handling Missing Values in Local Post-hoc ExplainabilityCode0
Computationally Efficient Feature Significance and Importance for Machine Learning ModelsCode0
The Berkelmans-Pries Feature Importance Method: A Generic Measure of Informativeness of FeaturesCode0
Deep Learning and Linear Programming for Automated Ensemble Forecasting and InterpretationCode0
Hierarchical clustering: visualization, feature importance and model selectionCode0
Revealing unforeseen diagnostic image features with deep learning by detecting cardiovascular diseases from apical four-chamber ultrasoundsCode0
Comparing Feature Importance and Rule Extraction for Interpretability on Text DataCode0
Hierarchical Symbolic Reasoning in Hyperbolic Space for Deep Discriminative ModelsCode0
Application of the representative measure approach to assess the reliability of decision trees in dealing with unseen vehicle collision dataCode0
Clustering-Based Interpretation of Deep ReLU NetworkCode0
A Genre-Aware Attention Model to Improve the Likability Prediction of BooksCode0
Bayesian hierarchical models can infer interpretable predictions of leaf area index from heterogeneous datasetsCode0
Climate Change Impact on Agricultural Land Suitability: An Interpretable Machine Learning-Based Eurasia Case StudyCode0
A novel stacking framework based on hybrid of gradient boosting-adaptive boosting-multilayer perceptron for crash injury severity prediction and analysisCode0
Show:102550
← PrevPage 17 of 18Next →
All datasetsbostonBreastcancerDiabetesDigitsirisWine

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