TL;DR提供了对构建特定于模型的群不变网络的有效设计,包括 IS 层,用于满足对称不变性约束,并给出了两个相关问题的解决方案,并通过实验证明其具有竞争力。
Abstract
Constructing model-agnostic group equivariant networks, such as equitune (Basu et al., 2023b) and its generalizations (Kim et al., 2023), can be computationally expensive for large product groups. We address this