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Robust Conformal Outlier Detection under Contaminated Reference Data

stat.ML · 2025-02-07 · accept · novelty 6.0

Label-Trim, an active-labeling method that verifies and removes suspicious points from a contaminated calibration set, recovers power lost to contamination in conformal outlier detection while keeping type-I error near its nominal level.

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  • Robust Conformal Outlier Detection under Contaminated Reference Data stat.ML · 2025-02-07 · accept · none · ref 10

    Label-Trim, an active-labeling method that verifies and removes suspicious points from a contaminated calibration set, recovers power lost to contamination in conformal outlier detection while keeping type-I error near its nominal level.