DiaBlo: Diagonal Blocks Are Sufficient For Finetuning - Gurses, Selcuk; Zhang, Aozhong; Deng, Yanxia; Dong, Xun; Li, Xin; Wang, Naigang; Yin, Penghang; Yang, Zi (International Conference on Learning Representations, 2026)