most citedEvidence for a Spectral Break or Curvature in the Spectrum of Astrophysical Neutrinos from 5 TeV--10 PeV

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cs.LG2026

When Do Autoregressive Sequence Models Forecast Physical Wavefields? A Controlled Study on Synthetic Seismograms

Waleed Esmail, Stuart Russell, Jana Klinge +2

Long-horizon autoregressive forecasting of oscillatory physical signals, such as seismograms, gravitational-wave strain, and similar wavefields is limited by error accumulation: as…

cs.LG2025

Forecasting Seismic Waveforms: A Deep Learning Approach for Einstein Telescope

Waleed Esmail, Alexander Kappes, Stuart Russell +1

We introduce \textit{SeismoGPT}, a transformer-based model for forecasting three-component seismic waveforms in the context of future gravitational wave detectors like the Einstein…