Partially Synchronized DEC-MDPs in Dynamic Mechanism Design

In this paper, we combine for the first time the methods of dynamic mechanism design with techniques from decentralized decision making under uncertainty. Consider a multi-agent system with self-interested agents acting in an uncertain environment, each with private actions, states and rewards. There is also a social planner with its own actions, rewards, and states, acting as a coordinator and able to influence the agents via actions (e.g., resource allocations). Agents can only communicate with the center, but may become inaccessible, e.g., when their communication device fails. When accessible to the center, agents can report their local state (and models) and receive recommendations from the center about local policies to follow for the present period and also, should they become inaccessible, until becoming accessible again. Without self-interest, this poses a new problem class which we call partially-synchronized DEC-MDPs, and for which we establish some positive complexity resu...

• Type: Conference
• Year: 2008
• Where: AAAI
• Authors: Sven Seuken, Ruggiero Cavallo, David C. Parkes
• Keywords: AAAI 2008, Decentralized Decision Making, Dynamic Mechanism Design, Intelligent Agents, Self-interested Agents