Tag: Generative Modeling
All the articles with the tag "Generative Modeling".
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Deformable Beta Splatting
Deformable Beta Splatting (DBS) enhances real-time radiance field rendering by introducing deformable Beta Kernels for superior geometric fidelity, Spherical Beta for efficient color encoding, and kernel-agnostic MCMC optimization, achieving state-of-the-art visual quality with 45% fewer parameters and 1.5x faster rendering than 3DGS-MCMC.
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From Attention to Atoms: Spectral Dictionary Learning for Fast, Interpretable Language Models
本文提出光谱字典生成模型(SDGM),通过学习全局傅里叶字典和 token 混合系数替换自注意力机制,实现 O(KL) 复杂度的高效语言建模,并在基准数据集上取得竞争性 perplexity 和显著的资源节省。