Topic: property evaluation

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Wednesday, August 26, 2026

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TRACE: Transition-Aware Residual Control for Multi-Objective Materials Discovery

A new method called TRACE (Transition-Aware Residual Control for Multi-Objective Materials Discovery) aims to improve multi-objective materials discovery by more effectively using property evaluations to inform subsequent search steps, addressing limitations in existing approaches that rely on less informed candidate selection. This advancement could significantly enhance the efficiency and effectiveness of discovering new materials through machine learning models.

arxiv.org

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