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cs.LG2026
annbatch unlocks terabyte-scale training of biological data in anndata
Ilan Gold, Felix Fischer, Lucas Arnoldt +2
The scale of biological datasets now routinely exceeds system memory, making data access rather than model computation the primary bottleneck in training machine-learning models. T…
cs.LG2019★ 12 cited
Conditional out-of-sample generation for unpaired data using trVAE
Mohammad Lotfollahi, Mohsen Naghipourfar, Fabian J. Theis +1
While generative models have shown great success in generating high-dimensional samples conditional on low-dimensional descriptors (learning e.g. stroke thickness in MNIST, hair co…