no code implementations • 13 Jan 2022 • Yitzhak Spielberg, Amos Azaria
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.
no code implementations • 12 Jan 2022 • Yitzhak Spielberg, Amos Azaria
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.
no code implementations • 12 Jan 2022 • Yitzhak Spielberg, Amos Azaria
When AI agents don't align their actions with human values they may cause serious harm.
no code implementations • 16 Oct 2018 • Yitzhak Spielberg, Amos Azaria
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.