In many real-world planning environments, some of the information about the world is both external (the planner must request it from external information sources) and volatile (it ...
The Compute Power Market (CPM) is a market-based resource management and job scheduling system for grid computing on Internet-wide computational resources, particularly low-end pe...
Formal specification methods are not often applied in industrial projects, despite their advantages and the maturity of theories and tools. The scarce familiarity of practitioners...
This paper discusses the specifics of planning in multiagent environments. It presents the formal framework MAPL (“maple”) for describing multiagent planning domains. MAPL al...
While exploring to nd better solutions, an agent performing online reinforcement learning (RL) can perform worse than is acceptable. In some cases, exploration might have unsafe, ...
Satinder P. Singh, Andrew G. Barto, Roderic A. Gru...