Spurious Correlation

Intermediate

Model relies on irrelevant signals.

Full Definition

Model relies on irrelevant signals.

Keywords

shortcut learning

Domains

Model Failure Modes

Related Terms

Prompt Sensitivity related to

Small prompt changes cause large output changes.

 Overconfidence related to

Probabilities do not reflect true correctness.

 Exposure Bias related to

Differences between training and inference conditions.

 Catastrophic Forgetting related to

Loss of old knowledge when learning new tasks.

 Distribution Shift related to

Train/test environment mismatch.

 Feedback Loop Collapse related to

Model trained on its own outputs degrades quality.

Concept Map

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