SOTAVerified

Feature Importance

Papers

Showing 125 of 890 papers

TitleStatusHype
Attention is not ExplanationCode3
Fast Calibrated Explanations: Efficient and Uncertainty-Aware Explanations for Machine Learning ModelsCode2
OpenFE: Automated Feature Generation with Expert-level PerformanceCode2
Inseq: An Interpretability Toolkit for Sequence Generation ModelsCode2
An Unsupervised Approach to Achieve Supervised-Level Explainability in Healthcare RecordsCode2
Towards Unifying Feature Attribution and Counterfactual Explanations: Different Means to the Same EndCode2
Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernelsCode1
Counterfactual Shapley Additive ExplanationsCode1
Development of Interpretable Machine Learning Models to Detect Arrhythmia based on ECG DataCode1
Calibrated Explanations: with Uncertainty Information and CounterfactualsCode1
Concept Activation Regions: A Generalized Framework For Concept-Based ExplanationsCode1
ControlBurn: Feature Selection by Sparse ForestsCode1
DBA: Distributed Backdoor Attacks against Federated LearningCode1
Deep Learning for Gamma-Ray Bursts: A data driven event framework for X/Gamma-Ray analysis in space telescopesCode1
CAFE: Towards Compact, Adaptive, and Fast Embedding for Large-scale Recommendation ModelsCode1
Cards Against AI: Predicting Humor in a Fill-in-the-blank Party GameCode1
agtboost: Adaptive and Automatic Gradient Tree Boosting ComputationsCode1
A Unified Approach to Interpreting Model PredictionsCode1
All-in-One Image Coding for Joint Human-Machine Vision with Multi-Path AggregationCode1
A Matlab Toolbox for Feature Importance RankingCode1
CAFO: Feature-Centric Explanation on Time Series ClassificationCode1
Calibrated Explanations for RegressionCode1
Compressing Features for Learning with Noisy LabelsCode1
Activation Modulation and Recalibration Scheme for Weakly Supervised Semantic SegmentationCode1
Benchmarking Deep Learning Interpretability in Time Series PredictionsCode1
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Benchmark Results

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