CAdam reinterprets densification in generative 3DGS as signal verification via gradient-moment interference, quantile context, and SNR gating to achieve large reductions in primitive count with comparable quality.
The Eleventh International Conference on Learning Representations , year=
2 Pith papers cite this work. Polarity classification is still indexing.
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A single continuous 4D B-spline wire with variable width can represent complex 3D forms with enforced global topological coherence better than collections of independent curves.
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CAdam: Context-Adaptive Moment Estimation for 3D Gaussian Densification in Generative Distillation
CAdam reinterprets densification in generative 3DGS as signal verification via gradient-moment interference, quantile context, and SNR gating to achieve large reductions in primitive count with comparable quality.
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Optimizing 4D Wires for Sparse 3D Abstraction
A single continuous 4D B-spline wire with variable width can represent complex 3D forms with enforced global topological coherence better than collections of independent curves.