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Titlebook: Distributed Artificial Intelligence; Third International Jie Chen,Jérôme Lang,Dengji Zhao Conference proceedings 2022 Springer Nature Swit

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MARL for Traffic Signal Control in Scenarios with Different Intersection Importance,rsections. Specifically, the leader-follower paradigm control intersections in a traffic scenario by two kinds of agents, .., leader agent controlling intersections that need special attention, and follower agents controlling ordinary intersections. Then a multi-agent reinforcement learning framewor
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,Uncertainty-Aware Low-Rank ,-Matrix Estimation for Deep Reinforcement Learning,ent fields, the underlying structure and learning dynamics of value function, especially with complex function approximation, are not fully understood. In this paper, we report that decreasing rank of .-matrix widely exists during learning process across a series of continuous control tasks for diff
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,BGC: Multi-agent Group Belief with Graph Clustering,sks. Most current methods assume that agents can communicate to assist decisions, which is impractical in some real situations. In this paper, we propose an observation-to-cognition method to enable agents to realize high efficient coordination without communication. Inspired by the neighborhood cog
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Securities Based Decision Markets,on scoring rules have been proven to offer incentive compatibility analogous to properly incentivised prediction markets. However, in contrast to prediction markets, it is unclear how to implement decision markets such that forecasting is done through the trading of securities. We here describe such
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