Tutorial: Optimistic Learning for Resource Management in Communication Systems

This half-day tutorial introduces the framework of optimistic online learning and surveys its applications to resource management problems in communication systems, including caching, routing, and network optimization. We cover algorithmic foundations (FTRL with optimism, regret bounds with predictions) and practical case studies.

Jun 10, 2024