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The Concept of Criticality in Reinforcement Learning
This observation is related to the idea that each state of the MDP has a certain measure of criticality which indicates how much the choice of the action in that state influences the return.
Revelation of Task Difficulty in AI-aided Education
When a student is asked to perform a given task, her subjective estimate of the difficulty of that task has a strong influence on her performance.
The Concept of Criticality in AI Safety
When AI agents don't align their actions with human values they may cause serious harm.
Criticality-Based Varying Step-Number Algorithm for Reinforcement Learning
In the context of reinforcement learning we introduce the concept of criticality of a state, which indicates the extent to which the choice of action in that particular state influences the expected return.
