Harris et al. introduce a resimulation-based self-supervised approach that boosts jet classification accuracy and reduces simulation uncertainties. Their contrastive pretraining on millions of events significantly outperforms fully supervised methods. https://journals.aps.org/prd/abstract/10.1103/PhysRevD.111.032010
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