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#catalyst-discovery News & Analysis

2 articles tagged with #catalyst-discovery. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv – CS AI · Jun 87/10
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Autonomous heterogeneous catalyst discovery with a self-evolving multi-agent digital twin

Researchers introduce CatDT, a self-evolving multi-agent AI system that autonomously discovers heterogeneous catalysts by building digital twins of working catalytic systems. The system achieves predictions within 0.5-2x of experimental results across diverse catalyst types and independently identifies non-precious catalyst candidates for propane dehydrogenation that rival industrial platinum-based benchmarks.

AIBullisharXiv – CS AI · Jun 96/10
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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.