Rewarding Change Beyond State: Directional VLM Rewards for Sample-Efficient Robot Reinforcement Learning *. - Linus Lundgren; Wenhao Lu; Zhitao Liang; Ze Zhang; Karinne Ramírez-Amaro; Emmanuel Dean (SII, 2026)