@article{constructingimpactfulmachinelearning, title = {Constructing Impactful Machine Learning Research for Astronomy: Best Practices for Researchers and Reviewers}, author = {D. Huppenkothen and M. Ntampaka and M. Ho and M. Fouesneau and B. Nord and J. E. G. Peek and M. Walmsley and J. F. Wu and C. Avestruz and T. Buck and M. Brescia and D. P. Finkbeiner and A. D. Goulding and T. Kacprzak and P. Melchior and M. Pasquato and N. Ramachandra and Y. -S. Ting and G. van de Ven and S. Villar and V. A. Villar and E. Zinger}, year = {2023}, eprint = {2310.12528}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2310.12528v1}, }