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Fix references in papers.md
Updated references in the papers list with corrected journal names, volumes, and DOIs.
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@@ -26,21 +26,23 @@ Here we will try and list publications that have used `kinisi` (if you would lik
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22. Casella, J., Morzy, J., Mocanu, F. C., Müller, A., Yarema, M., Futscher, M. H., Islam, M. S., & Romanyuk, Y. E., *ACS Appl. Energy Mater.*, **8**, 15101-15111, 2025. doi:[10.1021/acsaem.5c01772](https://doi.org/10.1021/acsaem.5c01772).
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23. Lin, C., Luong, H. D., Sasaki, R., & Tateyama, Y., *Adv. Energy Mater.*, **16**, e05227, 2026. doi:[10.1002/aenm.202505227](https://doi.org/10.1002/aenm.202505227)
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24. Leon, P. A., Jun, K., Gordiz, K., Shao-Horn, Y., & Gomez-Bombarelli, R., *J. Phys. Chem. Lett.*, **16**, 12419–12427, 2025. doi: [10.1021/acs.jpclett.5c02680](https://doi.org/10.1021/acs.jpclett.5c02680).
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25. Leifield, J. Parsons, A. C., Morscher, A., Martinez de Irujo-Labalde, X., Kraft, M. A., Soulas, O. G., Samanta, B., Zielasko, W., Yadav, N. Jalarvo, N., Rodrigues, B. V. M., Slabon, A., Adelhelm, P., Hansen, M. R., Scanlon, D. O., Zeier, W. G., & Squires, A. G., *ChemRvix*, 2025. doi:[10.26434/chemrxiv-2025-27tgk](https://doi.org/10.26434/chemrxiv-2025-27tgk).
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25. Leifield, J. Parsons, A. C., Morscher, A., Martinez de Irujo-Labalde, X., Kraft, M. A., Soulas, O. G., Samanta, B., Zielasko, W., Yadav, N. Jalarvo, N., Rodrigues, B. V. M., Slabon, A., Adelhelm, P., Hansen, M. R., Scanlon, D. O., Zeier, W. G., & Squires, A. G., *Adv. Energy Mater.*, **XX**, e70977, 2026. doi:[10.26434/chemrxiv-2025-27tgk](https://doi.org/10.26434/chemrxiv-2025-27tgk).
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26. Goldmann, B. A., Rosenbach, C., Evans, H. A., Helm, B., Wankmiller, B., Maus, O., Suard, E., Nazar, L. F., Hansen, M. R., Morgan, B. J., Islam, M. S., Zeier, W. G., *Chem Mater.*, **37**, 9858–9868, 2025. doi:[10.1021/acs.chemmater.5c02303](https://doi.org/10.1021/acs.chemmater.5c02303).
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27. du Toit, D. T.. Optimising machine-learning interatomic potentials for the study of disordered functional materials, *Ph.D. Thesis, University of Oxford*, 2025. eprint: [dnc580n38t](https://ora.ox.ac.uk/objects/uuid:f1758549-6453-43cd-8a0d-ae886f07fdac/files/dnc580n38t).
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28. Majumdar, S., Roy, S., Jun, K., Steiner, M., & Gomez-Bombarelli, R., *Chem. Mater*, 3971–3981, 2026. doi:[10.1021/acs.chemmater.5c02940](https://doi.org/10.1021/acs.chemmater.5c02940).
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29. Baer, C. M. I., Shantsila, R. Figiel, L., & Karasulu, B., *J. Mater. Chem. A*, Advance Article, 2026. doi:[10.1039/D6TA00922K](https://doi.org/10.1039/D6TA00922K).
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29. Baer, C. M. I., Shantsila, R. Figiel, L., & Karasulu, B., *J. Mater. Chem. A*, **14**, 20245-20260, 2026. doi:[10.1039/D6TA00922K](https://doi.org/10.1039/D6TA00922K).
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30. Ito, D., Momma, T., & Tateyama, Y., *Chem. Mater.*, **38**, 1144–1153, 2026. doi: [10.1021/acs.chemmater.5c02436](https://doi.org/10.1021/acs.chemmater.5c02436).
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31. Lavrinenko, A. K., Famprikis, T., Landgraf, V., Heringa, J. R., Smeets, S., Azizi, V., Ciarella, S., Wagemaker, M., & Vasileiadis, A., *ChemRvix*, 2026. doi:[10.26434/chemrxiv-2026-5d9nq-v2](https://doi.org/10.26434/chemrxiv.10001531/v1).
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31. Lavrinenko, A. K., Famprikis, T., Landgraf, V., Heringa, J. R., Smeets, S., Azizi, V., Ciarella, S., Wagemaker, M., & Vasileiadis, A., *npj Comput. Mater.*, **XX**, 2026. doi:[10.1038/s41524-026-02133-7](https://doi.org/10.1038/s41524-026-02133-7).
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32. Nishimura, S.-I., Suzuki, H., Park, S., Hasegawa, K., & Yamada, A., *ChemRvix*, 2026. doi:[10.26434/chemrxiv-2026-5d9nq-v2](https://doi.org/10.26434/chemrxiv.10001514/v1).
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33. Lin, M., Lambrick, S. M., & Jardine, A. J., *Phys. Rev. B*, **113**, 085418, 2026. doi:[10.1103/rys7-5t69](https://doi.org/10.1103/rys7-5t69)
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34. Tang, W., Wang, F., Liang, S., Hussain, F., Tseng, J., Yu, P., Lei, J., Jin, H., Zhao, C., Zhang, H., Shi, Z., Li, Y., Yin, W., Ren, F., Wang, S., Ma, Z-F., Sun, X. & Xia, W., *Nat. Commun*, XXXX, 2026. doi:[10.1038/s41467-026-69737-x](http://doi.org/10.1038/s41467-026-69737-x)
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34. Tang, W., Wang, F., Liang, S., Hussain, F., Tseng, J., Yu, P., Lei, J., Jin, H., Zhao, C., Zhang, H., Shi, Z., Li, Y., Yin, W., Ren, F., Wang, S., Ma, Z-F., Sun, X. & Xia, W., *Nat. Commun*, **17**, 3326, 2026. doi:[10.1038/s41467-026-69737-x](http://doi.org/10.1038/s41467-026-69737-x)
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35. Richardson, H., McColl, K., Nilsen, G., Armstrong, J. & McCluskey, A. R., 2026. [*arXiv*:2603.06080](https://arxiv.org/abs/2603.06080).
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36. Baer, C. Shantsila, R. Figiel, L. Karasulu, B., *ChemRvix*, 2026. doi:[10.26434/chemrxiv-2026-5d9nq-v2](https://doi.org/10.26434/chemrxiv-2026-5d9nq-v2).
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37. Kabakibo, D. S., F. Therrien, Y. Bengio, M. Côté, H. Guo, H. Shin, & Hernandez-Garcia, A., 2026. [*arXiv*:2602.28012](https://arxiv.org/abs/2603.28012).
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38. Shantsila, R., C. Baer, A. Bartók-Pártay, & B. Karasulu, *ChemRvix*, 2026. doi:[10.26434/chemrxiv.15001544/v1](https://doi.org/10.26434/chemrxiv.15001544/v1).
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39. Coles, S. W., Hajibabaei, A., Kapil, V., Advincula, X. R. Schran, C. Cox, S. J., & Michaelides, A. *Sci. Adv.*, **12**, eadz6392, 2026. doi:[10.1126/sciadv.adz6392](https://doi.org/10.1126/sciadv.adz6392).
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40. Kashyrina, Ya. O., Muratov, A. S., Kashirina, N. I., Zolotarenjo, Ol. D., Zolotarenjo, An. D., & Roik, O. S. *Solid State Comm.*, **415**, 116466, 2026. doi:[10.1016/j.ssc.2026.116466](https://doi.org/10.1016/j.ssc.2026.116466).
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41. Nguyen, H. O., Hörmann, J., Williamson, B. A. D., Kanedal, M., Todt, J., Maletić, F., Erker, S., Redhammer, G. J., Schell, N., Keckes, J., Latz, A., Danner, T., & Rettenwander, D. *ChemRvix*, 2026. doi:[10.26434/chemrxiv.15002843/v1](https://doi.org/10.26434/chemrxiv.15002843/v1).
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42. Morgan, B. J., & McCluskey, A. R. *ChemRiv*, 2026. doi:[10.26434/chemrxiv-2025-gdbv9/v4](https://doi.org/10.26434/chemrxiv-2025-gdbv9/v4).
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36. Kabakibo, D. S., F. Therrien, Y. Bengio, M. Côté, H. Guo, H. Shin, & Hernandez-Garcia, A., 2026. [*arXiv*:2602.28012](https://arxiv.org/abs/2603.28012).
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37. Shantsila, R., C. Baer, A. Bartók-Pártay, & B. Karasulu, *ChemRvix*, 2026. doi:[10.26434/chemrxiv.15001544/v1](https://doi.org/10.26434/chemrxiv.15001544/v1).
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38. Coles, S. W., Hajibabaei, A., Kapil, V., Advincula, X. R. Schran, C. Cox, S. J., & Michaelides, A. *Sci. Adv.*, **12**, eadz6392, 2026. doi:[10.1126/sciadv.adz6392](https://doi.org/10.1126/sciadv.adz6392).
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39. Kashyrina, Ya. O., Muratov, A. S., Kashirina, N. I., Zolotarenjo, Ol. D., Zolotarenjo, An. D., & Roik, O. S. *Solid State Comm.*, **415**, 116466, 2026. doi:[10.1016/j.ssc.2026.116466](https://doi.org/10.1016/j.ssc.2026.116466).
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40. Nguyen, H. O., Hörmann, J., Williamson, B. A. D., Kanedal, M., Todt, J., Maletić, F., Erker, S., Redhammer, G. J., Schell, N., Keckes, J., Latz, A., Danner, T., & Rettenwander, D. *ChemRvix*, 2026. doi:[10.26434/chemrxiv.15002843/v1](https://doi.org/10.26434/chemrxiv.15002843/v1).
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41. Morgan, B. J., & McCluskey, A. R. *ChemRvix*, 2026. doi:[10.26434/chemrxiv-2025-gdbv9/v4](https://doi.org/10.26434/chemrxiv-2025-gdbv9/v4).
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42. Kang, L., Yu, X., Dong, J., Yan, K., & Zhang, Z., *ACS Omega*, **11**, 31156-31168, 2026. doi:[10.1021/acsomega.6c00765](https://doi.org/10.1021/acsomega.6c00765).
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43. Budianto, B., *Heat and Mass Transfer*, **62**, 74, 2026. doi:[10.1007/s00231-026-03700-w](https://doi.org/10.1007/s00231-026-03700-w).
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44. Greene, S. M., Cabana, J., & Siegel, D. J., *ChemRvix*, 2026. doi:[10.26434/chemrxiv.15003876/v1](https://doi.org/10.26434/chemrxiv.15003876/v1).

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