Resources

Research papers and lineages, reference catalogues of models and techniques, and open tools and datasets.

• Recent papers: Recent field-surrogate architectures from NeurIPS, ICML and ICLR, 2023 to 2026, in order.
• Lineages: Four families of field surrogates, from their founding idea to 2026.
• Model atlas: Ten surrogate families at a glance, grouped by the data they consume.
• Technique library: Thirty techniques that make surrogates work in practice, from basics to the frontier.
• Frameworks: Where to start in code: open neural frameworks, plus classical surrogate and UQ toolkits.
• Datasets: Public simulation datasets to benchmark on before you have your own.