Winfree Oscillatory Neural Network (paper, code)
We introduce Winfree Oscillatory Neural Networks (WONN), a dynamical neural architecture that evolves neural representations as phase oscillators on the toroidal phase space (S1)d. Generalized Winfree synchronization dynamics organize oscillators into structured collective states, enabling scalable computation for image recognition and structured reasoning.
