Learning Causal Representations of Single Cells via Sparse Mechanism Shift Modeling

Romain Lopez, Natasa Tagasovska, Stephen Ra, KyungHyun Cho, Jonathan K. Pritchard, Aviv Regev. Learning Causal Representations of Single Cells via Sparse Mechanism Shift Modeling. In Mihaela van der Schaar, Cheng Zhang 0005, Dominik Janzing, editors, Conference on Causal Learning and Reasoning, CLeaR 2023, 11-14 April 2023, Amazon Development Center, Tübingen, Germany, April 11-14, 2023. Volume 213 of Proceedings of Machine Learning Research, pages 662-691, PMLR, 2023. [doi]

@inproceedings{LopezTRCPR23,
  title = {Learning Causal Representations of Single Cells via Sparse Mechanism Shift Modeling},
  author = {Romain Lopez and Natasa Tagasovska and Stephen Ra and KyungHyun Cho and Jonathan K. Pritchard and Aviv Regev},
  year = {2023},
  url = {https://proceedings.mlr.press/v213/lopez23a.html},
  researchr = {https://researchr.org/publication/LopezTRCPR23},
  cites = {0},
  citedby = {0},
  pages = {662-691},
  booktitle = {Conference on Causal Learning and Reasoning, CLeaR 2023, 11-14 April 2023, Amazon Development Center, Tübingen, Germany, April 11-14, 2023},
  editor = {Mihaela van der Schaar and Cheng Zhang 0005 and Dominik Janzing},
  volume = {213},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
}