Self-Evolving Cognitive Framework via Causal World Modeling for Embodied Scientific Intelligence

Yi Yu, Tetsunari Inamura

Current embodied world models are primarily optimized for predictive objectives, limiting their ability to generalize under distribution shifts and reason systematically about unse…