Author

Stephan Holly

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#machine learning Preprint Sep 2026

ParetoTransport: Generative Optimization by Mass Transport Toward The Pareto Front

This work proposes ParetoTransport, a training-free guidance method for pre-trained flow-matching models that explicitly specifies and refines a population-level distribution in objective space, and establishes a convergence result and demonstrates state-of-the-art performance on standard offline MOO benchmarks.

Stephan Holly, Sepp Hochreiter, Werner Zellinger · 0 citations