Understanding Agent Incentives using Causal Influence Diagrams. Part I: Single Action Settings
arXiv: Artificial Intelligence, 2019.
Agents are systems that optimize an objective function in an environment. Together, the goal and the environment induce secondary objectives, incentives. Modeling the agent-environment interaction in graphical models called influence diagrams, we can answer two fundamental questions about an agentu0027s incentives directly from the graph:...More
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