An End-to-end Architecture for Collider Physics and Beyond. - Shi Qiu 016; Zeyu Cai; Jiashen Wei; Zeyu Li; Yixuan Yin 003; Qing-Hong Cao; Chang Liu; Ming-Xing Luo; Xing-Bo Yuan; Hua Xing Zhu (CoRR, 2026)