AIBullisharXiv – CS AI · 18h ago6/10
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CatalyticMLLM: A Graph-Text Multimodal Large Language Model for Catalytic Materials
CatalyticMLLM presents a unified graph-text multimodal large language model that integrates property prediction and inverse structural design for catalytic materials within a single framework. This approach overcomes limitations of traditional decoupled systems by eliminating representation space inconsistencies and evaluator bias, enabling more stable closed-loop optimization workflows for materials discovery.