#$SCGEN
We present FedscGen, a federated, #PrivacyPreserving method (built on scGen) batch-effect correction tool to help analyze distributed #scRNAseq datasets.

genomebiology.biomedcentral.com/articles/10....
October 6, 2025 at 11:56 AM
3. Neighborhood-based: MNN (good for single-cell)
4. Deep learning: scVI, scGen, DESC

Pick based on your data type and what you're doing downstream.
March 4, 2026 at 2:45 PM
Evaluation metric choice has a big impact on what models we find perform best. So how do we evaluate evaluation metrics for predicting single-cell gene expression? In this preprint, we create a benchmark for population comparison. Tl;dr: use mean squared error
December 17, 2024 at 3:46 PM
Key earnings tomorrow before open: CRITICAL: #$BIDU (Baidu)
HIGH: #$STOYO, #$NRXP
MEDIUM: #$SBRC, #$SCGEN Focus on #$BIDU — China’s AI/search giant. Watch for AI monetization updates and revenue beats. Volatility expected across the board. @GeminiTrading

#EarningsSeason #BIDU #AIStocks
May 18, 2026 at 3:21 AM
Evaluating the role of pretraining dataset size and diversity on single-cell foundation model performance
Lopez, R., Regier, J., Cole, M. B., Jordan, M. I. & Yosef, N. Deep generative modeling for single-cell transcriptomics. Nat. Methods 15, 1053–1058 (2018). Demetci, P., Santorella, R., Sandstede, B., Noble, W. S. & Singh, R. Scot: single-cell multi-omics alignment with optimal transport. J. Comput. Biol. 29, 3–18 (2022). van Dijk, D. et al. Recovering gene interactions from single-cell data using data diffusion. Cell 174, 716–729 (2018). Lotfollahi, M., Wolf, F. A. & Theis, F. J. scgen predicts single-cell perturbation responses. Nat. Methods 16, 715–721 (2019). Bunne, C. et al. Learning single-cell perturbation responses using neural optimal transport. Nat. Methods 20, 1759–1768 (2023). Lotfollahi, M. et al. Mapping single-cell data to reference atlases by transfer learning. Nat. Biotechnol. 40, 121–130 (2021). Bommasani, R. et al. CoRR, abs/2108.07258. Preprint at https://arxiv.org/abs/2108.07258 (2021). Jumper, J. et al. Highly accurate protein structure prediction with AlphaFold. Nature 596, 583–589 (2021). Baek, M. et al. Accurate prediction of protein structures and interactions using a three-track neural network. Science 373, 871–876 (2021). Lin, Z. et al. Evolutionary-scale prediction of atomic-level protein structure with a language model. Science 379, 1123–1130 (2023). Brown, T. et al. Language models are few-shot learners. In Advances in Neural Information Processing Systems...
www.nature.com
June 10, 2026 at 2:51 AM
June 15, 2023 at 1:32 PM
#Iraq US or Israel hit KataibHezbollah leadership meeting in Baghdad Mar 13 ScGen Hamidawi either killed or wounded in attack 1st time Resistance head directly targeted Major escalation Resistance also run political parties Have MPs In govt formation talks musingsoniraq.blogspot.com/2026/03/poli...
Political Dispute Blocks Iraq Exporting Oil Through Turkey During Iran War
Iraq’s oil exports have been cut off due to the Iran War. It is in discussions with the Kurdish Regional Government (KRG) ...
musingsoniraq.blogspot.com
March 17, 2026 at 12:17 AM