Leaf senescence, the final developmental stage of a leaf, is a highly regulated process that is vital for the recycling of nutrients and the maintenance of plant fitness. Its control operates at multiple levels, including chromatin remodeling, transcription, post-transcriptional regulation, translation, and post-translational modifications. This review summarizes recent advances in understanding the roles of key transcription factor (TF) families—WRKY, NAC, and MYB—in modulating leaf senescence in Arabidopsis thaliana. We detail how these TFs integrate internal and external signals to regulate senescence-associated genes (SAGs). In addition, we explore the pivotal role of microRNAs (miRNAs) in post-transcriptional control of senescence, focusing on their regulation of these TF families. In conjunction with the transcriptome data of Arabidopsis miRNAs under conditions of dark-induced senescence, we also highlight several novel senescence-associated miRNAs. Integrating transcriptional and post-transcriptional perspectives, this review presents an updated regulatory network for leaf senescence and discusses potential applications for manipulating senescence in crops to improve yield and quality.