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× increase in training time, while rendering runs at roughly 80% of the original
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Stop those fuzzy edges: Softmax-GS brings crisp boundaries to 3D Gaussian Splatting by making Gaussians compete instead of just blending.
Existing synthetic image detectors fail to generalize to new generators, but HiMix closes the gap by learning artifact-aware representations across diverse distributions.
