Guang-Yong Chen

Active Arbitration: Decoupling Spatio-Temporal Duality for Efficient Traffic Forecasting

Spatio-temporal forecasting is inherently bottlenecked by a phenomenon we term Spatio-Temporal Duality: the paradoxical coexistence of time-varying physical lags and instantaneous semantic synchrony. Constrained by passive coupling, existing architectures often employ indiscriminate spatial aggregation that fails to dy...