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But, the inherent system complexity keeps the particle communication concealed oftentimes. Machine understanding practices possess prospective to learn the behavior of communicating particle systems by combining experiments with data evaluation practices. However, many existing algorithms focus on mastering the kinetics at the particle degree. Mastering pairwise interacting with each other, e.g., pairwise power or pairwise prospective energy, continues to be an open challenge. Right here , we sugges