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Sample complexity of unbalanced entropic OT

math.ST · 2026-06-23 · unverdicted · novelty 6.0

Proves finite-sample bounds for the optimal coupling in unbalanced entropic OT via compactness and strong convexity of a translation-invariant dual.

Self-organized robustness in mean-field interacting systems

physics.bio-ph · 2026-06-26 · unverdicted · novelty 5.0

A tractable mean-field model casts self-organized robustness as meta-optimization, producing a self-consistent seascape whose shape accelerates relaxation via optimized Wasserstein gradient flow and preferentially encodes slow or frequently perturbed modes under limited communication.

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  • Sample complexity of unbalanced entropic OT math.ST · 2026-06-23 · unverdicted · none · ref 17

    Proves finite-sample bounds for the optimal coupling in unbalanced entropic OT via compactness and strong convexity of a translation-invariant dual.