APEBench: A Benchmark for Autoregressive Neural Emulators of PDEs

Project Page

Paper

• Arxiv
• Neurips 2024

Software components

• The main APEBench benchmark suite:
  • The Fourier ETDRK solver
  • The Collection of Emulator Architectures
  • The Abstract implementation of training methodologies
• The fast 4d volume renderer

Experimental Scripts, results and postprocessing

• Main Part
• Ablation Studies

Datasets

APEBench is designed to be used a procedural data generator. However, for ease of use, there is also a repository of scraped datasets:

• APEBench version 0.1.0
• State of APEBench during Neurips submission