Project AURIONAI Use-Cases Research & Innovation
scientific

Geneformer

Transformer pre-trained on human single-cell transcriptomes for predictions in network biology where data are limited, such as in silico perturbation and cell classification.

Levelmodel
Classscientific
Parametersnot in the notes
Contextnot in the notes
Released12 Mar 2022
Opennessopen weights permissive
Runs onnot in the notes
Statusactive

R&D Topics

Identity

Developer
not in the notes
Family
not in the notes
Released
12 Mar 2022 sourcesregistry date
Weights published
–
Record checked
12 Oct 2026
Where this comes from
Developer and dates from the research notes. Release date is the vendor's public announcement; weights date is when open weights were published.

Architecture and Size

Architecture
dense transformer Encoder pre-trained on single-cell transcriptomes (fill-mask)
Total parameters
– sources
Active parameters
–
Checkpoint parameters
–
Note
Original model trained on about 30 million transcriptomes; expanded model on about 104 million (model card). NVIDIA BioNeMo publishes 10M and 100M builds.
Context length
not in the notes
Input
molecule
Output
molecule
Where this comes from
Parameter counts as the developer states them. Where the checkpoint holds a different total, both are shown (register A16).

Openness and Access

Openness
open weights permissive
Licence
Apache License 2.0 sources
Access routes
open weights download
Where this comes from
The licence file governs over registry tags and aggregator labels.

Deployment

Runs on
not in the notes
Footprint
not in the notes
Runtimes
not in the notes
Where this comes from
Deployment tiers and runtimes as named in the notes. Footprint is the notes' figure, not a measurement by AURION.

Indonesia

Indonesian support
not stated
Regional languages
not in the notes
Jakarta hosting
unknown
Languages
not in the notes
Where this comes from
Indonesia fields are carried on every model; unknown is an allowed value.

Benchmark Results

The notes record no benchmark result for this model.

Lineage

The notes record no lineage for this model.

Industry Use Cases

No industry use case links this model.

Sources

  1. huggingface.co/ctheodoris/Geneformer https://huggingface.co/ctheodoris/Geneformer
  2. catalog.ngc.nvidia.com/orgs/nvidia/teams/clara/models/geneformer_100m https://catalog.ngc.nvidia.com/orgs/nvidia/teams/clara/models/geneformer_100m

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Geneformer", https://aurion.semai.id/models/geneformer/, records of October 2026.