The identification of enhancer-promoter interactions (EPIs) especially cell-specific ones is important for the study of gene transcriptional regulation. Existing experimental approaches for EPI identification are still expensive, and the available computational methods either do not consider or have low-performance in predicting cell-specific EPIs.