--- license: mit language: - en tags: - biology - single-cell - scFM - Drosophila - foundation-model - cell-type-annotation ---
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Lemur: A Single-Cell Foundation Model for Drosophila melanogaster 🪰🔬

**Lemur** is a single-cell foundation model developed specifically for *Drosophila melanogaster*. It achieves fine-tuning-free cell-type annotation using two key innovations: - **Comprehensive Pre-training:** Trained on an integrated whole-organism atlas with a unified cell-type annotation schema. - **Hierarchical Decoding:** Employs a transformer-based hierarchical cell-type decoder to generate consistent predictions at multiple levels of granularity. ### Highlights ⚡️ - **Fine-Tuning-Free Annotation:** No extra training required on new datasets. - **Robust Across Conditions:** Consistent performance across various tissue types, experimental conditions, and sequencing platforms. - **Zero-Shot Batch-Effect Correction:** Automatically corrects batch effects without further adjustments. - **Broad Applications:** Tailored for the fly research community with potential implications for aging and neurodegenerative disease studies in humans. ### Status & Availability 🚀 - **Model Weights:** Available now on the Hugging Face Hub 🏋🏻‍♂️. - **Code:** Soon to be released. Stay tuned! 🔥👀 ### Publication & Citation 📚🔗 We're excited to share our manuscript, *Lemur: A Single-Cell Foundation Model with Fine-Tuning-Free Hierarchical Cell-Type Generation for* *Drosophila melanogaster*, which is now available as a preprint on [bioRxiv: 10.1101/123456](https://www.biorxiv.org/content/10.1101/123456)! 🚀✨ If you find our work helpful, please consider citing our preprint as follows: ```bibtex @article{your_citation_key, title={Lemur: A Single-Cell Foundation Model with Fine-Tuning-Free Hierarchical Cell-Type Generation for *Drosophila melanogaster*}, author={Doe, John and Smith, Jane and Collaborators}, journal={bioRxiv}, year={2025}, doi={10.1101/123456} } ```