Researchers are utilizing machine learning to improve observations and understanding of deep earthquake ruptures. Various studies are exploring different approaches, including hierarchical deep learning and conditional generative modeling, to enhance seismic activity prediction and earthquake detection. The application of artificial intelligence is reportedly changing the field's understanding of earthquakes, with potential implications for seismic research and risk mitigation.