Machine learning-assisted benign transformation of three zinc states in zinc ion batteries

A machine-learning-designed cerium-iron MOF layer enhances Zn anode stability, achieving over 4300 hours at 1 mA cm −2 and 99.8% coulombic efficiency over 1400 cycles at 2 mA cm −2 , providing a cost-effective protective strategy.