Model performance as a function of τ, evaluated using three target-score definitions: past-merger (left), future-merger (middle), and full-merger (right) scores. Orange and blue curves show the training and test R², respectively, and gray histograms indicate the sample count. The train–test split and sample selection follow Section 3.1.1 (grouping by halo ID and snapshot number) with rotation-based filtering.