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Traditional Gaussian Process (GP) implicit surfaces are powerful for modeling uncertainty and smooth surfaces but are computationally "heavy," making them impractical for large-scale 3D scenes. The Solution: The authors introduce a framework that utilizes Sparse Convolutions : Be cautious when searching for specific file