Artificial Intelligence and Network Routing


Sponsor Prof. Sven Koenig <skoenig@cc.gatech.edu>
Area Intelligent Systems

Recently, artificial intelligence researchers have begun to study how to apply reinforcement learning methods to routing packages in networks. Your task is to read the following paper on this topic:

Subramanian, Druschel, and Chen: Ants and reinforcement learning: a case study in routing in dynamic networks, Proceedings of IJCAI-97, 1997.

Your task then is to find and read material in the networking literature that relates to this approach and, based on your findings, prepare an informal 45-60 minute talk that a) gives an overview of this material and b) assesses whether the reinforcement-learning approaches are interesting from a networking perspective and what, in your opinion, promising research directions are for applying reinforcement-learning methods to network routing (if any).