This paper proves that 2-WL with a simple pooling operator achieves equivariant universality on point clouds and proposes a model that achieves SOTA performance on molecular conformation generation (GEOM-QM9) and dynamic modeling tasks.
Accepted at ICML 2024
https://arxiv.org/abs/2402.02484