We propose W₁OT — a fast, scalable solver for single-cell perturbation prediction 🚀
✅ 25–45× faster than CellOT
✅ Outperforms CPA, Biolord, CellOT
✅ Robust on unseen cell types 🧬📈
#ISMB2025 #scRNAseq #PerturbationPrediction
Paper: arxiv.org/abs/2411.00614
We propose W₁OT — a fast, scalable solver for single-cell perturbation prediction 🚀
✅ 25–45× faster than CellOT
✅ Outperforms CPA, Biolord, CellOT
✅ Robust on unseen cell types 🧬📈
#ISMB2025 #scRNAseq #PerturbationPrediction
Paper: arxiv.org/abs/2411.00614
Can we have the best of both worlds?🤔
Our research shows it's not possible😮—we prove a no-go theorem and propose methods to navigate this trade-off. #NeurIPS2024
nips.cc/virtual/2024...
Can we have the best of both worlds?🤔
Our research shows it's not possible😮—we prove a no-go theorem and propose methods to navigate this trade-off. #NeurIPS2024
nips.cc/virtual/2024...