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Agent skills are portable packages of instructions and resources an agent consults at deployment. Self-evolving them fails in two ways today. First, skills evolved from scratch underperform human-curated ones and, on a weak model, using no skill at all. Second, an evolution-time pass records one lucky trajectory that a...
Chem World is introduced, a comprehensive benchmark for chemical property prediction that integrates 17 diverse chemical datasets with over 800,000 molecular samples, covering various properties including density, electrical conductivity, solubility, and other molecular characteristics and Mixture-PINN is proposed, a p...
RamanPFN is presented, a spectral representation framework that encodes dependencies before TabPFN inference and establishes explicit spectral representation as an effective interface between high-dimensional Raman measurements and reusable tabular inference.
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