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Gabriel Peyré
@gabrielpeyre.bsky.social
· Aug 10
Reposted by Gabriel Peyré
Jeremie Kalfon 👨💻🧬🤖🚀
@jkobject.com
· Jun 17
scPRINT | v1.0 | Virtual Cells Platform
scPRINT is a cell foundation model, also called a Large Cell Model (LCM), trained on single-cell RNA sequence (scRNAseq) data from more than 50M human and mouse cells available through CZ CELLxGENE. Based on the transformer architecture, the model is fully open source and reproducible, with multiple checkpoint sizes available from 2M to 100M parameters. scPRINT demonstrated high performance for genome-wide cell-specific gene network inference when benchmarked against state-of-the-art models (e.g., scGPT, Geneformer v2, GENIE3). In addition, scPRINT has various zero-shot capabilities, including cell embedding, cell label prediction (e.g., cell type, sex, disease), and gene expression imputation, highlighting its potential as a versatile tool for single-cell analysis.
virtualcellmodels.cziscience.com
Gabriel Peyré
@gabrielpeyre.bsky.social
· May 13
Optimal Transport for Machine Learners
Optimal Transport is a foundational mathematical theory that connects optimization, partial differential equations, and probability. It offers a powerful framework for comparing probability distributi...
arxiv.org
Reposted by Gabriel Peyré
Reposted by Gabriel Peyré
Reposted by Gabriel Peyré
Gabriel Peyré
@gabrielpeyre.bsky.social
· Mar 20
Reposted by Gabriel Peyré
Reposted by Gabriel Peyré