Decentralized Attention Fails Centralized Signals: Rethinking Transformers for Medical Time Series - Guoqi, Yu; Wang, Juncheng; Yang, Chen; Qin, Jing; Aviles-Rivero, Angelica; Wang, Shujun (International Conference on Learning Representations, 2026)