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20ca-20
Br

Brittle

Severity5/10

Brittleness

Tendency of models to suffer catastrophic failures when facing inputs slightly outside the training distribution, demonstrating a lack of robust generalization.

Periodic recordReliabilityarXiv2020

Eduardo A. Barros de Moraes, Hadi Salehi, Mohsen Zayernouri

Mitigation Strategy

Implementation of systematic Stress Testing, Out-of-Distribution (OOD) Detection, and Uncertainty Quantification techniques.

Atomic Number

20

Br

Risk ID

ca-20

Severity

5/10

Severity Level

20
Reliability
ca-20
Br

Brittle

Brittleness

RiesgosIA.org
Reliability • #20

Brittleness

Br
Severity Level5/10

Definition

Tendency of models to suffer catastrophic failures when facing inputs slightly outside the training distribution, demonstrating a lack of robust generalization.

Mitigation Strategy

Implementation of systematic Stress Testing, Out-of-Distribution (OOD) Detection, and Uncertainty Quantification techniques.

Notes / Observations

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