CSWAM: Better Causal Semantic Representations for Out-of-Distribution Generalization in World Action Models.

arXiv:2609.18462v5 Announce Type: replace-cross Abstract: FastWAM-style world action models enable efficient action-only inference, but generalize poorly under visual distribution shifts. Their reconstruction-oriented representations emphasize appearance-speci