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Yen-Ting Lin

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#machine learning Preprint Oct 2026

Wasserstein Gradient Flows and Forward-Only Diffusion Are Not Enough for Multimodal Sampling

There has been a proliferation of sampling algorithms based on Wasserstein gradient flows (WGF) and forward-only diffusion processes (FODP), often accompanied by theoretical guarantees of exponentially fast convergence to the target distribution. These guarantees are frequently interpreted as evidence that such methods...

Daniel McBride, Pratik Khandagale, Cristina Garcia-Cardona et al. · 0 citations

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