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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Chen-Tian Ju

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Conference Aug 2026

An LLM-Driven Intelligent Agent for Adaptive Data Preparation with Strategy Memory

Data preparation, including source profiling, quality diagnosis, and cleaning, remains a labor-intensive bottleneck in data-driven applications. Traditional approaches require manual rule design for each data source and lack adaptability to heterogeneous formats. This paper proposes an LLM-driven intelligent agent for...

Chen-Tian Ju, Guo-Bin Zhao, Yun-Tong Chen · 0 citations
Preprint Aug 2026

An LLM agent for end-to-end computational materials discovery

By connecting the heterogeneous stages of computational materials discovery, the LLM-based agents of MAESTRO can operate across application domains and uncover high-performance materials that conventional screening approaches would be unlikely to consider.

Yun-Tong Chen, Ju Huang, Yu Liu et al. · 0 citations

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