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Causal machine learning for predicting treatment outcomes.
Feuerriegel S, Frauen D, Melnychuk V, Schweisthal J, Hess K, Curth A, Bauer S, Kilbertus N, Kohane IS, van der Schaar M. Feuerriegel S, et al. Among authors: bauer s. Nat Med. 2024 Apr;30(4):958-968. doi: 10.1038/s41591-024-02902-1. Epub 2024 Apr 19. Nat Med. 2024. PMID: 38641741 Review.
Diffusion-Based Causal Representation Learning.
Karimi Mamaghan AM, Dittadi A, Bauer S, Johansson KH, Quinzan F. Karimi Mamaghan AM, et al. Among authors: bauer s. Entropy (Basel). 2024 Jun 28;26(7):556. doi: 10.3390/e26070556. Entropy (Basel). 2024. PMID: 39056918 Free PMC article.
A machine learning route between band mapping and band structure.
Xian RP, Stimper V, Zacharias M, Dendzik M, Dong S, Beaulieu S, Schölkopf B, Wolf M, Rettig L, Carbogno C, Bauer S, Ernstorfer R. Xian RP, et al. Among authors: bauer s. Nat Comput Sci. 2023 Jan;3(1):101-114. doi: 10.1038/s43588-022-00382-2. Epub 2022 Dec 30. Nat Comput Sci. 2023. PMID: 38177954 Free PMC article.
Molecular causality in the advent of foundation models.
Lobentanzer S, Rodriguez-Mier P, Bauer S, Saez-Rodriguez J. Lobentanzer S, et al. Among authors: bauer s. Mol Syst Biol. 2024 Aug;20(8):848-858. doi: 10.1038/s44320-024-00041-w. Epub 2024 Jun 18. Mol Syst Biol. 2024. PMID: 38890548 Free PMC article. Review.
Machine learning-enabled high-entropy alloy discovery.
Rao Z, Tung PY, Xie R, Wei Y, Zhang H, Ferrari A, Klaver TPC, Körmann F, Sukumar PT, Kwiatkowski da Silva A, Chen Y, Li Z, Ponge D, Neugebauer J, Gutfleisch O, Bauer S, Raabe D. Rao Z, et al. Among authors: bauer s. Science. 2022 Oct 7;378(6615):78-85. doi: 10.1126/science.abo4940. Epub 2022 Oct 6. Science. 2022. PMID: 36201584
Learning stable and predictive structures in kinetic systems.
Pfister N, Bauer S, Peters J. Pfister N, et al. Among authors: bauer s. Proc Natl Acad Sci U S A. 2019 Dec 17;116(51):25405-25411. doi: 10.1073/pnas.1905688116. Epub 2019 Nov 27. Proc Natl Acad Sci U S A. 2019. PMID: 31776252 Free PMC article.
2,610 results