Lei et al. show that HLS1 negatively regulates plant senescence and the ABS3-mediated senescence pathway by interacting with ATG8 and attenuating the ABS3-ATG8 interaction and the ability of ABS3 to promote senescence. Their study provides insights into the functional link between HLS1, ABS3, and ATG8 in plant senescence regulation.