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add scCello #82

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Feb 4, 2025
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32 changes: 16 additions & 16 deletions _data/single-cell-transformers.yml
Original file line number Diff line number Diff line change
@@ -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
Expand Down Expand Up @@ -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
Expand Down
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