technique

Optimal Mixture Transport (OMT)

techniqueactiveprovisionaloptimal-mixture-transport-omt--afefeede·1 events·first seen 15d ago

Aliases: Optimal Mixture Transport (OMT)

Co-occurring entities

Optimal Transport Single-Cell RNA Sequencing Biconvex Optimization Exponential Family Distributions

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Optimal Transport Unbalanced Optimal Transport mixture-density networks distributed optimization OmniRoute Muon Optimizer Stable Diffusion Turbo Denoising Diffusion Policy Optimization mixed-autonomy traffic control Redesign Mixture-of-Experts Routers with Manifold Power Iteration MOSS-TTS OLMoE

Recent events (1)

5arXiv · cs.LG·15d ago·source ↗

Optimal Mixture Transport (OMT): Biconvex Formulation for Scalable, Stable Optimal Transport

This paper introduces Optimal Mixture Transport (OMT), a framework that reformulates optimal transport between probability distributions as a strictly biconvex optimization problem with a provably unique global minimizer. By operating at the level of mixture components (modeled as exponential-family distributions) rather than individual samples, OMT decouples computational complexity from sample size. The authors provide theoretical stability guarantees showing bounded perturbations yield bounded changes in transport plans, and validate the approach on image data and large-scale single-cell RNA sequencing datasets.

Training Infrastructure Evaluation and Benchmarking Optimal Transport Single-Cell RNA Sequencing Biconvex Optimization +2 more