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

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Transformers solve these using attention (for alignment), MLPs (for arithmetic), and autoregressive generation (for carry propagation). The question is how small the architecture can be while still implementing all three.