Published August 20, 2026 | Version v1.7.2

IL-MLIP-Benchmark: Ionic Liquid Machine-Learned Interatomic Potential Benchmark with Force Data

Authors/Creators

  • 1. Hunan Institute of Engineering

Description

Benchmark dataset of 8 ionic liquid cation-anion pairs with B3LYP/STO-3G energies and analytical forces (435 configurations). Includes 48 trained MACE force models (l_max=0/2 x 3 seeds x 8 ILs). Key finding: dimension-specific complexity dependence.

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cover_letter_equivariance.md

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