Transferable Physics-Informed Representations via Closed-Form Head Adaptation. - Jian Cheng Wong; Isaac Yin Chung Lai; Pao-Hsiung Chiu; Chin Chun Ooi; Abhishek Gupta 001; Yew-Soon Ong (CoRR, 2026)