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Recently, researchers have found time cells in the hippocampus that appear tocontain information about the timing of past events. Some researchers haveargued that time cells are taking a Laplace transform of their input in orderto reconstruct the past stimulus. We argue that stimulus prediction, notstimulus reconstruction or redundancy reduction, is in better agreement withobserved responses of time cells. In the process, we introduce new analyses ofnonlinear, continuous-time reservoirs that model these time cells.

Time cells might be optimized for predictive capacity, not redundancy reduction or memory capacity