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60nd-60
Su
Spurious
Severity5/10
Spurious Correlation
Learning of superficial statistical correlations without real causal relationship (e.g., associating snow with wolves because they appear together in photos), failing in generalization.
Periodic recordReliabilityarXiv2025
Solha Kang, Esla Timothy Anzaku, Wesley De Neve, Arnout Van Messem, Joris Vankerschaver, Francois Rameau, Utku Ozbulak
Mitigation Strategy
Application of Causal Inference techniques, data augmentation with varied distributions, and counterfactual robustness analysis.
Atomic Number
60
Su
Risk ID
nd-60
Severity
5/10
Severity Level