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Automat

Autonomous feature engineering for materials science via LLM-driven genetic programming

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Academic research framework from Trinity College Dublin that uses coding agents to automatically design compositional descriptors for materials science. Goes beyond traditional AutoML by combining LLM-based code generation with genetic programming to automate feature engineering rather than just hyperparameter tuning. Demonstrates autonomous research capabilities where agents iteratively improve material property predictions by discovering novel feature representations.

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coding-agentautonomousframeworkopen-sourcepythonevaluation