Our subjective perception of time is optimized to temporal regularities in the environment. This is illustrated by the central tendency effect: when estimating a range of intervals, short intervals are overestimated whereas long intervals are underestimated to reduce the overall estimation error. Most models of interval timing ascribe this effect to the weighting of the current interval with previous memory traces after the interval has been perceived. Alternatively, the perception of the duration could already be flexibly tuned to its temporal context. We investigated this hypothesis using an interval reproduction task with a shorter and longer interval range. As expected, reproductions were biased towards the subjective mean of each presented range. EEG analysis showed that temporal context affected neural dynamics during the perception phase. Specifically, longer previous durations decreased CNV and P2 amplitude and increased beta power. In addition, multivariate pattern analysis showed that it is possible to decode context from the transient EEG signal quickly after the onset and offset of the perception phase. Together, these results suggest that temporal context creates dynamic expectations which actively affect the perception of duration.The subjective sense of duration does not arise in isolation, but is informed by previous experiences. This is demonstrated by abundant evidence showing that duration estimates are biased towards previously perceived time intervals. However, it is yet unknown whether this temporal context actively affects perception or asserts its influence in later, post-perceptual stages as proposed by most current formal models of this task. Using an interval reproduction task, we here show that EEG signatures flexibly adapt to the temporal context during perceptual encoding. Furthermore, interval history could be decoded from the transient EEG signal even when the current duration was identical.All in all, our results suggest that context actively influences perception.