AI for science

For now, see foundation models for science.

Benchmarks

MLPerf HPC includes:

• DeepCAM: CNN-based climate segmentation model
• CosmoFlow: Predicts cosmological parameters?
• DimeNet++: Quantum molecular model?
• AlphaFold2: Protein folding model

The UK BASE-II AI benchmarks include:

• Scientific models
  • Numerical Weather Prediction (NWP) tutorial model: Forecasting model(?)
  • DeepCAM: CNN-based climate segmentation model
  • EquiformerV2: GNN-based molecular structure model
• Non-science-specific models
  • GPT-2 (text transformer)
  • BERT
  • T5 Model
  • ResNet (CNN)
  • OLMo (text transformer)
  • Megatron(text transformer)