We introduce a scheme for highly accelerated 3D seismic wave propagation/inversion with Deep Neural Helmholtz Operators. 350x speedup for full waveform inversion, 100x speedup for forward modeling, and 40x lower memory usage than time domain equivalent. arxiv.org/abs/2311.09608