How memory guides value-based decisions Daphna Shohamy Columbia University Memory is central to adaptive behavior, allowing past experience to improve choices. However, the neurobiological mechanisms by which memory influences decisions and the consequences for behavior remain poorly understood. In particular, current theories of value-based decisions focus on how the outcome of a repeated choice can influence the likelihood of making the same choice later on. But, for memory to adaptively guide decisions, there must also be mechanisms that allow for rare, unique and flexible influences of memory on behavior. I will present evidence for a critical role for memory mechanisms in the hippocampus in biasing value-based decisions, focusing on two distinct mechanisms. The first concerns the integration of information across discrete past events in the service of generalization from past experience when making new decisions. The second concerns the use of memories for rare one-time events towards prediction of reward. Finally, I will discuss how the hippocampus interacts with incremental habit learning in the striatum and the circumstances under which these different forms of learning guide decisions.