Learning Guarantee of Reward Modeling Using Deep Neural Networks

Yuanhang Luo, Yeheng Ge, Ruijian Han +1

In this work, we study the learning theory of reward modeling with pairwise comparison data using deep neural networks. We establish a novel non-asymptotic regret bound for deep re…