Rumors spread dramatically fast through online social media services, and people are exploring methods to detect rumors automatically. Existing typically learn semantic representations of all reposts a rumor candidate for prediction. However, it is crucial efficiently as early possible before they cause severe disruption, which has not been well addressed by previous works. In this paper, we pr...