1 code implementation • 28 Apr 2024 • Chen Cheng, Xinzhi Yu, Haodong Wen, Jinsong Sun, Guanzhang Yue, Yihao Zhang, Zeming Wei
In this paper, inspired by prior research that studies ICL ability using simple function classes, we take a closer look at this problem by investigating the robustness of Transformers against noisy labels.
no code implementations • 16 Apr 2024 • Haodong Wen, Bodong Du, Ruixun Liu, Deyu Meng, Xiangyong Cao
Subsequently, PNCA is used to analyze the mainstream polynomial filters, and a novel simple basis that decouples the positive and negative activation and fully utilizes graph structure information is designed.