Todo - 标签 - mywebsitehttps://steven-yl.github.io/mywebsite/tags/todo/Todo - 标签 - mywebsiteHugo -- gohugo.iozh-CNsteven@gmail.com (Steven)steven@gmail.com (Steven)This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.Wed, 25 Mar 2026 00:00:00 +0800todohttps://steven-yl.github.io/mywebsite/todo/Wed, 25 Mar 2026 00:00:00 +0800Stevenhttps://github.com/steven-ylhttps://steven-yl.github.io/mywebsite/todo/收集一个外部链接，后续用于整理与更新。The Principles of Diffusion Modelshttps://steven-yl.github.io/mywebsite/the-principles-of-diffusion-models/Sat, 28 Feb 2026 10:26:59 +0800Stevenhttps://github.com/steven-ylhttps://steven-yl.github.io/mywebsite/the-principles-of-diffusion-models/<div class="featured-image"> <img src="/mywebsite/posts/images/the-principles-of-diffusion-models.webp" referrerpolicy="no-referrer"> </div>《The Principles of Diffusion Models》（arXiv:2510.21890）全文技术解读：从前向破坏过程与反向生成出发，系统梳理扩散模型的三种表述——变分视角（VAE→DDPM）、基于分数的视角（EBM→NCSN→分数 SDE）、基于流的视角（NF→流匹配），阐明条件化技巧与福克–普朗克方程下的统一；并涵盖引导生成、数值求解器、蒸馏与从零学习的流映射模型（CM/CTM/MF）等。Consistency Modelhttps://steven-yl.github.io/mywebsite/consistency-model/Fri, 27 Feb 2026 00:00:00 +0800Stevenhttps://github.com/steven-ylhttps://steven-yl.github.io/mywebsite/consistency-model/

Consistency Model 技术文档（原理 + 自洽性 + 蒸馏/直接训练 + 采样 + 对比）

本文档为正式技术规格文档，系统介绍 Consistency Model 的核心思想、自洽性定义、两种训练范式（Consistency Distillation / Consistency Training）、一步与多步采样，以及与扩散模型、MeanFlow 的对比。

]]>DiffusionDriveV2 网络结构图https://steven-yl.github.io/mywebsite/diffusiondrivev2_network/Wed, 25 Mar 2026 00:00:00 +0800Stevenhttps://github.com/steven-ylhttps://steven-yl.github.io/mywebsite/diffusiondrivev2_network/本文以结构图的方式梳理 DiffusionDrive V2 的关键模块与连接关系：双流骨干特征融合、Transformer Decoder×3、扩散式 TrajectoryHead 的截断生成以及粗筛-精筛评分流水线。DiffusionDriveV2 代码结构图https://steven-yl.github.io/mywebsite/diffusiondrivev2_code_structure/Wed, 25 Mar 2026 00:00:00 +0800Stevenhttps://github.com/steven-ylhttps://steven-yl.github.io/mywebsite/diffusiondrivev2_code_structure/通过目录树与模块依赖关系，梳理 DiffusionDrive v2（RL/Selection 相关模型及扩散模块）在工程中的位置与调用链路。