Position: Beyond Euclidean - Foundation Models Should Embrace Non-Euclidean Geometries. - Neil He; Jiahong Liu 001; Buze Zhang; Ngoc Bui; Ali Maatouk; Menglin Yang 001; Irwin King; Melanie Weber 001; Rex Ying (CoRR, 2025)