The following paper on learning methods of ResNets has been accepted for Artificial Intelligence and Statistics (AISTATS 2020).
Atsushi Nitanda and Taiji Suzuki: "Functional Gradient Boosting for Learning Residual-like Networks with Statistical Guarantees."