The Physics Is the Network: Fast, Training-Free Neural Emulation

Luka Todorovic, Kaushal Gianchandani, Sai Ravela

Neural emulation need not require learning a substitute for known physics. We investigate PolyNets that couple a continuous-time neural representation of polynomial dynamics with a…