In partially observable assistance games, a goal-aligned assistant sometimes must interfere with the human's observations at the level of single actions, but never at the level of its complete policy.
Positive value of information in games
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Observation Interference in Partially Observable Assistance Games
In partially observable assistance games, a goal-aligned assistant sometimes must interfere with the human's observations at the level of single actions, but never at the level of its complete policy.