🏢 Skolkovo Institute of Science and Technology
Optimal Flow Matching: Learning Straight Trajectories in Just One Step
·2531 words·12 mins·
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AI Generated
Machine Learning
Optimization
🏢 Skolkovo Institute of Science and Technology
Optimal Flow Matching (OFM) learns straight trajectories for generative modeling in a single step, eliminating iterative processes and improving efficiency.
Light Unbalanced Optimal Transport
·2953 words·14 mins·
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Machine Learning
Optimization
🏢 Skolkovo Institute of Science and Technology
LightUnbalancedOptimalTransport: A fast, theoretically-justified solver for continuous unbalanced optimal transport problems, enabling efficient analysis of large datasets with imbalanced classes.
Energy-Guided Continuous Entropic Barycenter Estimation for General Costs
·2659 words·13 mins·
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Optimization
🏢 Skolkovo Institute of Science and Technology
New algorithm approximates continuous Entropic Optimal Transport (EOT) barycenters for any cost function, offering quality bounds and seamless EBM integration.