Why Attention Patterns Exist: A Unifying Temporal Perspective Analysis - Yang, Qingyue; Wang, Jie; Li, Xing; Bai, Yinqi; Xialiang, Tong; Zhen, Huiling; Hao, Jianye; Yuan, Mingxuan; Li, Bin (International Conference on Learning Representations, 2026)