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fix references
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jla-gardner committed Jan 10, 2025
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Expand Up @@ -16,7 +16,7 @@ affiliations:
- name: Inorganic Chemistry Deparment, University of Oxford
index: 1
date: 10/01/2025
bibliography: paper/paper.bib
bibliography: paper.bib
---

# Summary
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# Key references

`graph-pes` is driving a significant number of projects within the Deringer group, and has already been cited in `@Liu-24-12`.
`graph-pes` is driving a significant number of projects within the Deringer group, and has already been cited in @Liu-24-12.

The core functionality of `graph-pes` builds upon the
- `PyTorch` `[@Paszke-19]`
- `ase` `[@HjorthLarsen-17-06]`
`graph-pes` also builds upon the `e3nn` `[@Geiger-22-07]` package for implementing the `NequIP` `[@Batzner-22-05]` and `MACE` `[@Batatia-23-01]` architectures.
- `PyTorch` [@Paszke-19]
- `ase` [@HjorthLarsen-17-06]
`graph-pes` also builds upon the `e3nn` [@Geiger-22-07] package for implementing the `NequIP` [@Batzner-22-05] and `MACE` [@Batatia-23-01] architectures.

Other note-worthy softwares that offer similar functionality to `graph-pes` include:
- `nequip`
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