Specialized Foundation Models Struggle to Beat Supervised Baselines. - Zongzhe Xu; Ritvik Gupta; Wenduo Cheng; Alexander Shen 003; Junhong Shen; Ameet Talwalkar; Mikhail Khodak (ICLR, 2025)