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Safety Constraints

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Many control systems must function under security restrictions, even during phases of exploratory learning. Constrained MDPs (Markov Decision Processes) make it possible to define constraints on states and behavior. Budgeted MDPs enable the degree of constraint/performance trade-off to be explored rather than simply hard-wired by letting constraint levels be learned. Another solution is to add to the network a protection layer that prevents any breaches of safety.

Artificial Intelligent Techniques for Wireless Communication and Networking

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