The increasing number of wireless devices operating in unlicensed spectrum motivates the development intelligent adaptive approaches to access. We consider decentralized contention-based medium access for base stations (BSs) on shared spectrum, where each BS autonomously decides whether or not transmit a given resource. contention decision attempts maximize its own downlink throughput, but rath...