Unverified50% confidenceFactExact time
Typical methods for discrete diffusion include D3PM (adding noise via a token transition matrix) and MDLM (borrowing BERT's masking strategy to replace tokens with [MASK]).
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50%
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Long-term
Relevance
9/9/2026
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Related Claims
UnverifiedThe basic workflow of spectral pooling consists of three steps: DFT transformation, spectral cropping to retain the central low-frequency components, and inverse Fourier transform for reconstruction.71% similarUnverifiedD3PM（Austin et al., 2021）将扩散过程推广到离散状态空间，通过转移矩阵描述 token 在离散状态间的随机跳转70% similarUnverifiedDiffusionGemma 大概率采用掩码扩散方案，前向过程逐步将 token 替换为 [MASK] 标记69% similarUnverifiedMDLM（Sahoo et al., 2024）专注于吸收态扩散，前向过程只将 token 替换为 [MASK]64% similarUnverified哈达玛变换可用于LLM超低比特量化的预处理，缓解离群值导致的精度崩溃问题63% similar
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