CausGround Framework for Causal Interaction Grounding in Embodied Planning

CausGround is a non-parametric framework that distills interaction experience into factorized world-state representations. It identifies action preconditions and effects to improve MLLM planning in environment-dependent physical tasks without requiring costly, environment-specific retraining.