From 12a94dc794e03518448e25d209b5b6c25c71f2cd Mon Sep 17 00:00:00 2001 From: Xinyu Yuan Date: Tue, 4 Feb 2025 15:58:27 -0500 Subject: [PATCH] add scCello (#82) * add scCello * Update single-cell-transformers.yml * Update single-cell-transformers.yml --------- Co-authored-by: Paul <88028027+Paulos2411@users.noreply.github.com> --- _data/single-cell-transformers.yml | 32 +++++++++++++++--------------- 1 file changed, 16 insertions(+), 16 deletions(-) diff --git a/_data/single-cell-transformers.yml b/_data/single-cell-transformers.yml index b5816e3..a707897 100644 --- a/_data/single-cell-transformers.yml +++ b/_data/single-cell-transformers.yml @@ -1,3 +1,19 @@ +- model: scCello + paper: + type: peer_reviewed + text: '[Yuan, Xinyu, et al. 2024](https://openreview.net/pdf?id=aeYNVtTo7o)' + url: https://openreview.net/pdf?id=aeYNVtTo7o + code: + type: reproducible + text: "[ð\x9F\x9B\_ï¸\x8FGithub](https://github.com/DeepGraphLearning/scCello)" + url: https://github.com/DeepGraphLearning/scCello + omic_modalities: scRNA-seq + pre_training_dataset: 23M / cross-tissue, human ([CELLxGENE](https://cellxgene.cziscience.com/)) + input_embedding: 'Ordering: rank-based' + architecture: Encoder + ssl_tasks: 'Multi-level pre-training: MLM with CE loss for gene level modeling; an ontologybased cell-type coherence loss for intra-cellular level modeling; a relational alignment loss to inject cell-type lineage from cell ontology graph for inter-cellular level modeling' + supervised_tasks: 'fine-tuning tasks: cell type classification; zero-shot tasks: cell type annotation, marker gene prediction, novel cell type prediction, cancer drug prediction' + - model: scGREAT paper: type: peer_reviewed @@ -145,22 +161,6 @@ supervised_tasks: '-' -- model: scCello - paper: - type: preprint - text: '[Xinyu Yuan et al. 2024](https://github.com/theislab/single-cell-transformer-papers/issues/32)' - url: https://github.com/theislab/single-cell-transformer-papers/issues/32 - code: - type: '-' - text: "[ð\x9F\x94\x8DGitHub](https://github.com/DeepGraphLearning/scCello)" - url: 'https://github.com/DeepGraphLearning/scCello' - omic_modalities: '-' - pre_training_dataset: '-' - input_embedding: '-' - architecture: '-' - ssl_tasks: '-' - supervised_tasks: '-' - - model: scGenePT paper: type: preprint