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One Transport Controller Planned for a Shifted Start

Distributionally robust bridges traded some nominal performance for better perturbed-input recovery.

Published Updated Story ID: mp-2026-10-02-019
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Summary

Distributionally robust bridges traded some nominal performance for better perturbed-input recovery.

Distributionally Robust Schrödinger Bridge optimizes one stochastic controller against ambiguity in the initial distribution. Wasserstein and Sinkhorn variants improved robustness on two-dimensional transport and image translation, with an explicit nominal-performance tradeoff.

Why it matters

Distributionally robust bridges traded some nominal performance for better perturbed-input recovery.

Limits and context

No additional limitation was separately recorded.

Key claims

  1. Distributionally robust bridges traded some nominal performance for better perturbed-input recovery.

    Evidence: source-2026-10-02-021

Sources

  1. arXiv preprint 2610.02043arXiv · primary research

Corrections

No corrections have been recorded for this story.