Beyond Pixels: Learning Invariant Rewards for Real-World Robotics From a Few Demonstrations. - Tengye Xu; Yangting Sun; Ziju Shen; Guanqi Chen; Zhen Fu; Chen Yizhou; Hua Chen; Jia Pan (CoRR, 2026)