Author

Jian Yang

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Preprint Sep 2026

Beyond Temporal Smoothing: Spatial Energy Budgets Stabilize One-Step Diffusion Editing

BudEdit identifies spatial energy misallocation as a distinct and measurable failure mode: across two independent noise draws, the residual field is essentially unrepeatable, making the background field unreliable for direct transport, while its total energy still sets a usable magnitude for the draw at hand.

Sheng-Xiao Zhou, Lei Luo, Jian Yang · 0 citations

Conference Open access Sep 2026

Neural Projection Fusion for Sliced Wasserstein on the Hypersphere

The Spherical Sliced Wasserstein (SSW) distance has emerged as a fundamental tool for comparing probability measures on the hypersphere, with broad applications spanning geology, medical imaging, computer vision, and representation learning. However, its reliance on uniformly sampling a large number of projection direc...

Hong-Liang Zhang, Jian-Jun Qian, Lei Luo et al. · Proceedings of the Thirty-Fi... · 0 citations