Nature Neuroscience, Published online: 12 February 2026; doi:10.1038/s41593-026-02206-2

Cue–reward learning rate scales proportionally with the time between rewards. Consequently, learning over a fixed duration is independent of the number of trials. This challenges trial-based dopamine learning models but supports retrospective learning.