Adaptive coordination of working-memory and reinforcement learning in non-human primates performing a trial-and-error problem solving task.

•Transfer of models of coordination between working memory and model-free reinforcement learning to a monkey task.•Demonstration that coordination of working memory and model-free reinforcement learning is necessary to explain this trial-and-error search task.•Improvements of the original models by testing simple heuristic of meta-learning.