Learning Task Requirements and Agent Capabilities for Multi-agent Task Allocation

Bo Fu, William Smith, Denise Rizzo, Matthew Castanier, Maani Ghaffari, Kira Barton

This paper presents a learning framework to estimate agent capabilities and task requirements for multi-robot task allocation, where the learned capabilities and requirements can be embedded as constraints in many existing optimization-based task allocation models.