Global and Local Topology-Aware Attention with Persistent Homology and Euler Biases for Time-Series Forecasting

Usef Faghihi, Amir Saki

Scientific time series often encode predictive geometric structure, including connectivity, cycles, shell-like geometry, directional changes, and nonlinear neighborhoods, that stan…