Learning with Value-Ramp
  We study a learning principle based on the intuition of forming ramps. The agent tries to follow an increasing sequence of values until the agent meets a peak of reward. The resulting Value-Ramp algorithm is natural, easy to configure, and has a robust implementation with natural numbers. 
Tom J. Ameloot and Jan Van den Bussche
cs.LG