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Li Zheng, Siddhant Kumar, Dennis M · 2026 · DOI 10.1038/s42256-026-01218-8

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LEIA: Learned Environment for Interactive Architected Materials

cs.LG · 2026-05-27 · unverdicted · novelty 5.0

LEIA is a world model for autoregressive 3D simulation of architected materials under interactive loading, benchmarked on MicroPlate and applied to surrogate-guided de novo design search with finite-element validation.

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  • LEIA: Learned Environment for Interactive Architected Materials cs.LG · 2026-05-27 · unverdicted · none · ref 11

    LEIA is a world model for autoregressive 3D simulation of architected materials under interactive loading, benchmarked on MicroPlate and applied to surrogate-guided de novo design search with finite-element validation.