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Cancers (1)Evolutionary Journal of the Linnean Society (1)PLoS Biol (1)

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Learning the Shape of Evolutionary Landscapes: Geometric Deep Learning Reveals Hidden Structure in Phenotype-to-Fitness Maps

Manuel Razo-Mejia ¹, Madhav Mani^2,3,*, and Dmitri A. Petrov ^1,4,5,†

¹Department of Biology, Stanford University, Stanford, California 94305, USA
²NSF-Simons Center for Quantitative Biology, Northwestern University, Evanston, Illinois 60208, USA
³Department of Engineering Sciences and Applied Mathematics, Northwestern University, Evanston, Illinois 60208, USA
⁴Stanford Cancer Institute, Stanford University School of Medicine, Stanford, California 94305, USA
⁵Chan Zuckerberg Biohub, San Francisco, California 94158, USA

^*Contact author: madhav.mani@gmail.com
^†Contact author: dpetrov@stanford.edu

Genotype-fitness mapping of adaptive mutants reveals shifting low-dimensional structure across divergent environments

Olivia M. Ghosh, Grant Kinsler, Benjamin H. Good, Dmitri A. Petrov, and J. Arjan G. M. de Visser

PLoS Biol 24 e3003618 (2026)

Mapping the possible: developmental coarse-graining for evolutionary prediction

Lisandro Milocco

Evolutionary Journal of the Linnean Society 5 kzag023 (2026)

The Evolution of Fitness Landscapes: From Visualizing Evolution to Controlling It

Meaghan Elizabeth Parks, Peng Chen, Jinling Wu, and Jacob G. Scott

Cancers 18 3014 (2026)

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