MatDesign: a programming-free AI platform to predict and design materials
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Updated
Dec 24, 2025 - Python
MatDesign: a programming-free AI platform to predict and design materials
A step-by-step guide for surrogate optimization using Gaussian Process surrogate model
Distributed surrogate-assisted evolutionary methods for multi-objective optimization of high-dimensional dynamical systems
Reproduction code for a router that projects samples onto nonlinear, discrete, and output-coupled constraints over a frozen neural-network surrogate — feasible-by-construction optimization over NN surrogates, benchmarked on real-world data
Reaction-condition optimization with surrogate-based batch search and bounded LLM assistance.
Official repository for the RHO Framework. Combines Random Forest surrogates, SHAP explainability, and Differential Evolution to optimize the thermochemical design of Polymer Bonded Explosives (PBX).
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