ThousandWorlds supplies an ML-ready benchmark of ~1800 multi-GCM exoplanet simulations with three nested challenge levels and two evaluation protocols.
Dueben, Sebastian Scher, Jonathan A
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PhysMetrics.Weather is an evaluation framework that quantifies physical realism of ML weather prediction models using conservation, spectral, and dynamical metrics.
A multi-task Patch-cGAN with lightning-derived spatial loss weighting improves post-processed forecasts of intense precipitation and lightning occurrence over the Korean Peninsula in summer 2025.
PhysiBench is a benchmark resource consisting of 612 executable intracellular Boolean network variants and 120,000 time-resolved multiscale simulations generated from seven published networks via mutation, filtering, and sensitivity analysis.
Upgrades to WeatherGFT PCNNs with WENO-5 solver, unified autoregressive block, and two new neural backbones yield 8-22% lower RMSE at 1-12 h leads on WeatherBench South Pacific data while improving physical consistency.
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A benchmark suite of intracellular Boolean model variants and multiscale simulations for computational biology
PhysiBench is a benchmark resource consisting of 612 executable intracellular Boolean network variants and 120,000 time-resolved multiscale simulations generated from seven published networks via mutation, filtering, and sensitivity analysis.