Though current traffic simulation methods can produce impressive results, reversing behavior is always ignored, potentially reducing the diversity and plausibility of simulation data. Furthermore, while common traffic behaviors like following‐the‐leader and lane changing can be easily simulated, efficiently generating irregular cases in a human‐in‐the‐loop manner with specific motions based on user desires is less discussed. To address the gap, we present a novel interactive traffic...