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Training with this objective leads to imprved results on a variety of conditional and unconditional generation tasks, such as inferring single cell dynamics, unsupervised image translation, and Schrodinger bridge inference. PDF Cite Code Video.
Improving and generalizing flow-based generative models with minibatch optimal transport. A Tong, N Malkin, G Huguet, Y Zhang, J Rector-Brooks, K Fatras, G Wolf, ... arXiv preprint...
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It is increasingly common to encounter data from dynamic processes captured by static crosssectional measurements over time, particularly in biomedical settings. Recent attempts to model individual trajectories from this data use optimal transport to create pairwise matchings between time points.
In this Career Talk episode of The Fintech Files, George Aliferis speaks to Alex Tong principal at Information Venture Partners about his career and advice.I...
Improving and Generalizing Flow-Based Generative Models with Minibatch Optimal Transport | Alex Tong. Valence Labs. 5.34K subscribers. Subscribed. 4.1K views 6 months ago Graphs and Geometry ...