# Publications

__Contrasting Multiple Representations with the Multi-Marginal Matching Gap__\
__Z. Piran*__, M. Klein*, J. Thornton \& M. Cuturi. _International Conference on Machine Learning_ (2024). *equal contribution. [[Paper]](https://proceedings.mlr.press/v235/piran24a.html)

__Identifying maximally informative signal-aware representations of single-cell data using the Information Bottleneck__\
S. Dubnov, __Z. Piran__, H. Soreq \& M. Nitzan. _bioRxiv_ (2024). [[Preprint]](https://doi.org/10.1101/2024.05.22.595292)

__SiFT: uncovering hidden biological processes by probabilistic filtering of single-cell data__\
__Z. Piran__ \& M. Nitzan. _Nature Communications_ (2024) [[Paper]](https://doi.org/10.1038/s41467-024-44757-7)

__Disentanglement of single-cell data with biolord__\
__Z. Piran__, N. Cohen, Y. Hoshen \& M. Nitzan. _Nature Biotechnology_ (2024) [[Paper]](https://doi.org/10.1038/s41587-023-02079-x)

__Mapping cells through time and space with moscot__\
D. Klein*, G. Palla*, M. Lange*, M. Klein*, __Z. Piran*__, M. Gander, L. Meng-Papaxanthos, M. Sterr, A. Bastidas-Ponce, M. Tarquis-Medina, H. Lickert, M. Bakhti, M. Nitzan, M. Cuturi \& F. J. Theis. _bioRxiv_ (2023). *equal contribution. [[Preprint]](https://doi.org/10.1101/2023.05.11.540374)

__Mapping lineage-traced cells across time points with moslin__\
M. Lange*, __Z. Piran*__, M. Klein*, B. Spanjaard*, D. Klein, J. P. Junker, F. J. Theis, \& M. Nitzan. _bioRxiv_ (2023). *equal contribution. [[Preprint]](https://doi.org/10.1101/2023.04.14.536867)

__Phase2vec: Dynamical systems embedding with a physics-informed convolutional network__\
M. Ricci, N. Moriel, __Z. Piran__ \& M. Nitzan. _Eleventh International Conference on Learning Representations_ (2023). [[Paper]](https://openreview.net/forum?id=z9C5dGip90)

__The Origin of Binary Black Holes Mergers__\
__Z. Piran__ \& T. Piran. _The Astrophysical Journal_ (2020). [[Paper]](https://iopscience.iop.org/article/10.3847/1538-4357/ab792a)

__The Dual Information Bottleneck__\
__Z. Piran__, R. Shwartz-Ziv \& N. Tishby. _arXiv_ (2020). [[Preprint]](https://arxiv.org/abs/2006.04641)