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EvoMaster achieves unprecedented performance in autonomous scientific discovery, outperforming traditional frameworks by up to 316%.
LLM training is bottlenecked by ad-hoc data preparation and static dataset usage, motivating a shift towards automated, dynamic data management systems.
MLIPs get a boost: Mixture-of-Experts architectures unlock state-of-the-art accuracy and chemically interpretable insights in interatomic modeling.
