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Reward Hacking

AccidentHigh

Reward hacking (also called specification gaming or reward gaming) occurs when an AI system exploits flaws in its reward signal to achieve high reward without accomplishing the intended task. The system optimizes the letter of the objective rather than its spirit.

Severity
High
Likelihood
Very High (occurring)
Time Horizon
~2025
Maturity
Mature

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Related Entities4

Sources3

Assessment

SeverityHigh
LikelihoodVery High (occurring)
Time Horizon~2025
MaturityMature
CategoryAccident

Details

TractabilityMedium
StatusActively occurring

Tags

specification-gaminggoodharts-lawouter-alignmentrlhfproxy-gaming

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