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LEIA: Learned Environment for Interactive Architected Materials
Haiqian Yang, Yuan Cao, Markus J. Buehler
World models have enabled interactive exploration of game environments and robotic manipulation, but physical engineering remains beyond their reach: real materials exhibit nonline…
AI-Guided Human-In-the-Loop Inverse Design of High Performance Engineering Structures
Dat Quoc Ha, Md Ferdous Alam, Markus J. Buehler +2
Inverse design tools such as Topology Optimization (TO) can achieve new levels of improvement for high-performance engineered structures. However, widespread use is hindered by hig…
Generative Artificial Intelligence Extracts Structure-Function Relationships from Plants for New Materials
Rachel K. Luu, Jingyu Deng, Mohammed Shahrudin Ibrahim +4
Large language models (LLMs) have reshaped the research landscape by enabling new approaches to knowledge retrieval and creative ideation. Yet their application in discipline-speci…
AutomataGPT: Forecasting and Ruleset Inference for Two-Dimensional Cellular Automata
Jaime A. Berkovich, Noah S. David, Markus J. Buehler
Cellular automata (CA) provide a minimal formalism for investigating how simple local interactions generate rich spatiotemporal behavior in domains as diverse as traffic flow, ecol…