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Doc: Fix IPAC23 DOI (#4399)
Changed since preprint.
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Docs/source/acknowledge_us.rst

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@@ -55,9 +55,8 @@ If your project uses a specific algorithm or component, please consider citing t
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- Sandberg R T, Lehe R, Mitchell C E, Garten M, Qiang J, Vay J-L and Huebl A.
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**Hybrid Beamline Element ML-Training for Surrogates in the ImpactX Beam-Dynamics Code**.
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14th International Particle Accelerator Conference (IPAC'23), WEPA101, *in print*, 2023.
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`preprint <https://www.ipac23.org/preproc/pdf/WEPA101.pdf>`__,
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`DOI:10.18429/JACoW-IPAC-23-WEPA101 <https://doi.org/10.18429/JACoW-IPAC-23-WEPA101>`__
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14th International Particle Accelerator Conference (IPAC'23), WEPA101, 2023.
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`DOI:10.18429/JACoW-IPAC2023-WEPA101 <https://doi.org/10.18429/JACoW-IPAC2023-WEPA101>`__
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- Huebl A, Lehe R, Zoni E, Shapoval O, Sandberg R T, Garten M, Formenti A, Jambunathan R, Kumar P, Gott K, Myers A, Zhang W, Almgren A, Mitchell C E, Qiang J, Sinn A, Diederichs S, Thevenet M, Grote D, Fedeli L, Clark T, Zaim N, Vincenti H, Vay JL.
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**From Compact Plasma Particle Sources to Advanced Accelerators with Modeling at Exascale**.

Docs/source/highlights.rst

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Phys. Rev. Research **5**, 033112, 2023
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`DOI:10.1103/PhysRevResearch.5.033112 <https://doi.org/10.1103/PhysRevResearch.5.033112>`__
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#. Sandberg R T, Lehe R, Mitchell C E, Garten M, Qiang J, Vay J-L, Huebl A.
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#. Sandberg R T, Lehe R, Mitchell C E, Garten M, Qiang J, Vay J-L and Huebl A.
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**Hybrid Beamline Element ML-Training for Surrogates in the ImpactX Beam-Dynamics Code**.
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14th International Particle Accelerator Conference (IPAC'23), WEPA101, *in print*, 2023.
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`preprint <https://www.ipac23.org/preproc/pdf/WEPA101.pdf>`__,
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`DOI:10.18429/JACoW-IPAC-23-WEPA101 <https://doi.org/10.18429/JACoW-IPAC-23-WEPA101>`__
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14th International Particle Accelerator Conference (IPAC'23), WEPA101, 2023.
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`DOI:10.18429/JACoW-IPAC2023-WEPA101 <https://doi.org/10.18429/JACoW-IPAC2023-WEPA101>`__
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#. Wang J, Zeng M, Li D, Wang X, Gao J.
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**High quality beam produced by tightly focused laser driven wakefield accelerators**.

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