Search Results for author: Elliot Layne

Found 2 papers, 1 papers with code

Leveraging Structure Between Environments: Phylogenetic Regularization Incentivizes Disentangled Representations

no code implementations30 May 2024 Elliot Layne, Jason Hartford, Sébastien Lachapelle, Mathieu Blanchette, Dhanya Sridhar

The key insight is that the mapping from latent variables driven by gene expression to the phenotype of interest changes sparsely across closely related environments.

Representation Learning

PhyloGFN: Phylogenetic inference with generative flow networks

1 code implementation12 Oct 2023 Mingyang Zhou, Zichao Yan, Elliot Layne, Nikolay Malkin, Dinghuai Zhang, Moksh Jain, Mathieu Blanchette, Yoshua Bengio

Phylogenetics is a branch of computational biology that studies the evolutionary relationships among biological entities.

Variational Inference

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