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adding MAMMAL details (#86)
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* adding MAMMAL details

* keeping the change only in the _data part

* ...

* adding - on empty fields

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Co-authored-by: yoels <[email protected]>
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YoelShoshan and yoels authored Feb 14, 2025
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17 changes: 17 additions & 0 deletions _data/single-cell-transformers.yml
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ssl_tasks: '-'
supervised_tasks: '-'


- model: MAMMAL
paper:
type: preprint
text: '[Shoshan et al. 2024](https://arxiv.org/abs/2410.22367)'
url: https://arxiv.org/abs/2410.22367
code:
type: reproducible
text: "\x9F\x9B\_ï¸\x8FGitHub](https://github.com/BiomedSciAI/biomed-multi-alignment)"
url: https://github.com/BiomedSciAI/biomed-multi-alignment
omic_modalities: bulk/scRNA-seq, amino acid sequences, SMILES molecule sequences
pre_training_dataset: CellXGene Human
input_embedding: '-'
architecture: T5 Encoder-Decoder
ssl_tasks: Expression-ranked gene masking (CELLxGENE Human), Protein LM (Uniref90), Antibody LM (OAS), Antibody Denoising (OAS), Small-Molecule LM (ZINC), Protein Interaction LM (STRING)
supervised_tasks: Cell type annotation (zheng68k), Cancer drug response prediction (GDSC1/2/3), Brain Blood Barrier Penetration prediction (MoleculeNet), Small-Molecule toxicity prediction (MoleculeNet), drug clinical trial result prediction (MoleculeNet), Antibody-Antigen binding prediction (HER2), Targeted antibody generation (SAbDAb), Protein-Protein delta-delta G prediction (SKEMPI v2), Drug-Target interaction prediction (PEER), TCR binding prediction (Weber et al)

- model: Nicheformer
paper:
type: peer_reviewed
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