Truncated stick-breaking DP (and sparse Dirichlet) priors give adaptive component counts in conjugate VBGS-style Gaussian splatting, with a corrected truncation bound and documented reversal of asymptotic ˆK ordering under CAVI.
Convergence of latent mixing measures in finite and infinite mixture models
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DP-Splat: Bayesian Nonparametric Complexity Control for Gaussian Splatting
Truncated stick-breaking DP (and sparse Dirichlet) priors give adaptive component counts in conjugate VBGS-style Gaussian splatting, with a corrected truncation bound and documented reversal of asymptotic ˆK ordering under CAVI.