"PDEBENCH: An Extensive Benchmark for Scientific Machine Learning. (arXiv:2210.07182v4 [cs.LG] UPDATED)" — A benchmark suite of time-dependent simulation tasks based on Partial Differential Equations (PDEs), which comprises both code and data to benchmark the performance of novel machine learning models against both classical numerical simulations and machine learning baselines.