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Resilience Summary

Resilience Score by Test Type

Overall Performance Gap Distribution

Distribution Shift Tests

Tests model performance under different distribution shift scenarios using various distance metrics.

Performance Gap by Alpha

Performance by Alpha

Performance by Distance Metric

All Distribution Shift Scenarios

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Worst-Sample Tests

Identifies and evaluates model performance on the worst-performing samples using different ranking methods (residual, entropy, margin).

Performance Gap by Alpha and Ranking Method

All Worst-Sample Test Results

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Worst-Cluster Tests

Identifies worst-performing clusters using K-means clustering and analyzes which feature patterns lead to poor performance.

Performance Gap by Number of Clusters

All Worst-Cluster Test Results

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Outer-Sample Tests

Evaluates model performance on outlier samples detected using Isolation Forest or Local Outlier Factor methods.

Performance Gap by Alpha and Outlier Method

All Outer-Sample Test Results

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Hard-Sample Tests

Identifies intrinsically hard samples based on model disagreement across multiple models.

Performance Gap by Disagreement Threshold

All Hard-Sample Test Results

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Comparative Analysis

Comparative view of all test types and their respective resilience scores.

Resilience Score by Test Type

Summary Statistics by Test Type

Feature Importance Analysis

Top 10 Most Important Features

All Features

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