A contact-geometry reformulation of the Schrödinger bridge allows energy-varying paths and is solved as a non-iterative ResNet geodesic on the Wasserstein manifold.
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3 Pith papers cite this work. Polarity classification is still indexing.
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Introduces higher-order Langevin dynamics with auxiliary variables as a defense that mixes randomness early to reduce membership inference success on diffusion models, measured via AUROC and FID on toy and speech data.
citing papers explorer
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Contact Wasserstein Geodesics for Non-Conservative Schr\"odinger Bridges
A contact-geometry reformulation of the Schrödinger bridge allows energy-varying paths and is solved as a non-iterative ResNet geodesic on the Wasserstein manifold.
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Defending Diffusion Models Against Membership Inference Attacks via Higher-Order Langevin Dynamics
Introduces higher-order Langevin dynamics with auxiliary variables as a defense that mixes randomness early to reduce membership inference success on diffusion models, measured via AUROC and FID on toy and speech data.
- Reducing Diffusion Model Memorization with Higher Order Langevin Dynamics