SIEVE: Overcoming Topological Obstruction in Equivariant Self-Supervised Learning

Jongann Lee, Sun Woo Park, Yun Young Choi

We identify a theoretical incompatibility between 3D point cloud masked autoencoding and SE(3)-equivariant networks. We prove that standard masking triggers a topological collapse,…