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# APEBench: A Benchmark for Autoregressive Neural Emulators of PDEs | ||
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(Project Page) ... Coming Soon | ||
[Project Page (under construction)](https://tum-pbs.github.io/apebench-paper/) | ||
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## Paper | ||
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- ARXIV: coming soon | ||
- [Neurips 2024](https://nips.cc/virtual/2024/poster/97550) | ||
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## Software components | ||
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- The main [APEBench benchmark suite](https://github.com/tum-pbs/apebench): | ||
- The [Fourier ETDRK solver](https://github.com/Ceyron/exponax) | ||
- The [Collection of Emulator Architectures](https://github.com/Ceyron/pdequinox) | ||
- The [Abstract implementation of training methodologies](https://github.com/Ceyron/trainax) | ||
- The fast [4d volume renderer](https://github.com/KeKsBoTer/vape4d) | ||
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## Experimental Scripts, results and postprocessing | ||
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- [Main Part](https://huggingface.co/thuerey-group/apebench-paper) | ||
- [Ablation Studies](https://huggingface.co/thuerey-group/apebench-paper-ablations) | ||
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## Datasets | ||
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APEBench is designed to be used a procedural data generator. However, for ease | ||
of use, there is also a repository of scraped datasets: | ||
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- [APEBench version `0.1.0`](https://huggingface.co/datasets/thuerey-group/apebench-scraped) | ||
- [State of APEBench during Neurips submission](https://huggingface.co/datasets/thuerey-group/apebench-scraped-old) |