Active learning for predicting the enthalpy of mixing in binary liquids based on ab initio molecular dynamics

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Nature, Published online: 25 February 2026; doi:10.1038/s41586-026-10187-2

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Finding these optimization opportunities can itself be a significant undertaking. It requires end-to-end understanding of the spec to identify which behaviors are observable and which can safely be elided. Even then, whether a given optimization is actually spec-compliant is often unclear. Implementers must make judgment calls about which semantics they can relax without breaking compatibility. This puts enormous pressure on runtime teams to become spec experts just to achieve acceptable performance.。业内人士推荐heLLoword翻译官方下载作为进阶阅读