Generalizing Dynamics Modeling More Easily from Representation Perspective. - Yiming Wang 012; Zhengnan Zhang; Genghe Zhang; Jiawen Dan; Changchun Li; Chenlong Hu; Chris Nugent; Jun Liu; Ximing Li 002; Bo Yang 002 (CoRR, 2026)