2 papers
cs.LG2025
Hierarchical Deep Research with Local-Web RAG: Toward Automated System-Level Materials Discovery
Rui Ding, Rodrigo Pires Ferreira, Yuxin Chen +1
We present a long-horizon, hierarchical deep research (DR) agent designed for complex materials and device discovery problems that exceed the scope of existing Machine Learning (ML…
cond-mat.mtrl-sci2024
Leveraging Data Mining, Active Learning, and Domain Adaptation in a Multi-Stage, Machine Learning-Driven Approach for the Efficient Discovery of Advanced Acidic Oxygen Evolution Electrocatalysts
Rui Ding, Jianguo Liu, Kang Hua +5
Developing advanced catalysts for acidic oxygen evolution reaction (OER) is crucial for sustainable hydrogen production. This study introduces a novel, multi-stage machine learning…