Higher-Order Knowledge Representations for Agentic Scientific Reasoning

By Isabella A. Stewart, Markus J. Buehler. 2026

Subfields: LLM Agents & Tool Use, Knowledge Graphs & Representation

Citations in the corpus

• GraphAgents: Knowledge Graph-Guided Agentic AI for Cross-Domain Materials Design (2026, unknown): “This approach has already proven successful in advancing scientific discovery, with applications spanning mechanical engineering [15, 16], protein design [17, 18], and materials design in areas such as bioinspired and inorganic systems [18–22].”