Universal Cell Embeddings

Biological & Workflow Fit

Compute & Hardware

Consult linked installation guidance; workload dependent

Licensing & Academic Use

Review the linked release, model weights, datasets and service terms separately

Documented Evidence

Project or provider documentation; no local performance benchmark

Use this citation format when referencing Universal Cell Embeddings in scientific publications and benchmark papers.

@software{uce_2026,
  title = {{Universal Cell Embeddings}},
  author = {{Stanford SNAP / UCE contributors}},
  year = {2026},
  url = {https://github.com/snap-stanford/UCE},
  note = {Indexed on aibioatlas - AI for Biology and Drug Discovery}
}