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physics.geo-ph2024★ 1 cited
EarthquakeNPP: A Benchmark for Earthquake Forecasting with Neural Point Processes
Samuel Stockman, Daniel Lawson, Maximilian Werner
For decades, classical point process models, such as the epidemic-type aftershock sequence (ETAS) model, have been widely used for forecasting the event times and locations of eart…
physics.geo-ph2023★ 1 cited
Forecasting the 2016-2017 Central Apennines Earthquake Sequence with a Neural Point Process
Samuel Stockman, Daniel J. Lawson, Maximilian J. Werner
Point processes have been dominant in modeling the evolution of seismicity for decades, with the Epidemic Type Aftershock Sequence (ETAS) model being most popular. Recent advances…