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8 changes: 4 additions & 4 deletions README.md
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Expand Up @@ -30,10 +30,10 @@ For installation instructions, examples, solver parameters, and algorithm detail

| Interface | Description |
| --- | --- |
| [Command line](https://mit-lu-lab.github.io/cuPDLPx/guides/command-line/) | Solve MPS files from a shell. |
| [Python](https://mit-lu-lab.github.io/cuPDLPx/guides/python/) | Build and solve LPs with [NumPy](https://numpy.org/doc/stable/) and [SciPy](https://docs.scipy.org/doc/scipy/). |
| [Julia](https://mit-lu-lab.github.io/cuPDLPx/guides/julia/) | Use cuPDLPx through [JuMP](https://jump.dev/JuMP.jl/stable/) and [MathOptInterface](https://jump.dev/MathOptInterface.jl/stable/). |
| [C](https://mit-lu-lab.github.io/cuPDLPx/guides/c-api/) | Embed cuPDLPx in native applications. |
| [Command line](https://mit-lu-lab.github.io/cuPDLPx/guides/command-line.html) | Solve MPS files from a shell. |
| [Python](https://mit-lu-lab.github.io/cuPDLPx/guides/python.html) | Build and solve LPs with [NumPy](https://numpy.org/doc/stable/) and [SciPy](https://docs.scipy.org/doc/scipy/). |
| [Julia](https://mit-lu-lab.github.io/cuPDLPx/guides/julia.html) | Use cuPDLPx through [JuMP](https://jump.dev/JuMP.jl/stable/) and [MathOptInterface](https://jump.dev/MathOptInterface.jl/stable/). |
| [C](https://mit-lu-lab.github.io/cuPDLPx/guides/c-api.html) | Embed cuPDLPx in native applications. |

## References
If you use cuPDLPx or the ideas in your work, please cite the source below.
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