Diffusion models are widely used for visual generation and have recently become important in pixel-space world models. This note introduces EDM (Elucidating the Design Space of Diffusion-Based Generative Models), a continuous-noise diffusion formulation that differs from classic DDPM. I study EDM because it is used by DIAMOND, one of the world models in my research.

Sources:

  1. Elucidating the Design Space of Diffusion-Based Generative Models
  2. DIAMOND world model agent paper
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这篇笔记涵盖 Simulus / REM 的 core architecture, loss, and training procedure。而 Simulus 区别于 REM 的核心创新 intrinsic motivation、prioritized replay, and RaC 则在另外的文章讨论。

Sources:

  1. Simulus world model paper
  2. REM world model paper, REM is the predecessor of Simulus and has the same model architecture with Simulus
  3. Retentive Network: A Successor to Transformer for Large Language Models (RetNet). RetNet is the backbone sequence prediction model leveraged by REM and Simulus. (我很惊讶这是清华的文章,作者未来可期)
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Box is a cloud storage service, similar to Google Drive or Dropbox, that is widely used by universities. My school (UC Davis) provides its community with Box storage, including unlimited storage capacity and support for individual files up to 150 GB (UC Davis ServiceHub policy).

This makes Box a convenient option for storing research artifacts such as model checkpoints, datasets, and other large files.

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介绍了网络代理工具 Clash(以及 Shadowrocket 等同类型产品),包括它们的基本概念和工作机制,并且进行了较深入的剖析。

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Sources:

  1. Computer Networking: A Top-Down Approach

本文介绍了常见的网络层安全协议 IPsec。通过对它的学习,可以理解计算机网络中许多安全协议的基本设计思想;此外,你还可以掌握 VPN 的核心概念。

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肩部肌肉(三角肌)训练计划。

Sources:

  1. 【全网最详细】一口气讲完如何增宽肩膀5cm|含详细计划|运动学博士的深度解析【哔需练练】
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卧推是经典的胸部训练动作,本文是卧推的教学。

Sources:

  1. Jeff Nippard 的卧推教学视频, Bilibili链接:Jeff Nipprad 如何完美地做到大重量卧推!
  2. Bilibili 视频:Jeff Cavaliere 的卧推教学视频
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