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CaiwenXu/README.md

Hi, I'm Caiwen 👋

🎓 I am actively seeking opportunities to pursue a PhD

Shell Script Python 3 PyTorch VS Code Docker Git

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😊Related reference papers for my individual project 2023

😎Recommended by Dr. Hao Tang:

3/25: - 在有限的硬件资源上做大模型: PEFT: Parameter-Efficient Fine-Tuning of Billion-Scale Models on Low-Resource Hardware

1. Diffusion models

29.11.2023 - 1 week plan 学习计划(intern)

  1. Blog about Diffusion models (需要复习一些基础数学知识)
  2. 深入理解高斯分布知乎文章
  3. KL, ELBO详细推导Variational Inference bilibili
  4. 蒙特卡罗方法详解[知乎](https://zhuanlan.zhihu.com/p/369099011) e.g., Box-Muller变换原理详解[CSDN] (https://blog.csdn.net/weixin_41793877/article/details/84700875?spm=1001.2101.3001.6650.1&utm_medium=distribute.pc_relevant.none-task-blog-2%7Edefault%7ECTRLIST%7ERate-1-84700875-blog-118715198.235%5Ev39%5Epc_relevant_3m_sort_dl_base2&depth_1-utm_source=distribute.pc_relevant.none-task-blog-2%7Edefault%7ECTRLIST%7ERate-1-84700875-blog-118715198.235%5Ev39%5Epc_relevant_3m_sort_dl_base2&utm_relevant_index=2)
  5. 视频资料Hongyi Li courses
  6. 扩散模型(Diffusion Model)论文汇总GitHub
  7. 最新综述A Survey on Generative Diffusion Models
  8. 简单的DM + registration 2 papers FSDiffReg DiffuseMorph
  • presentation

1.1. Basics:

1.2. Alternatives to isotropic Gaussian diffusion:

1.3. Fast sampling:

1.4. Diffusion models for vision tasks

2. Multi-scale Transformer

3. Application in medicine

3.1. Multi-scale Transformer

3.2. Multi-scale U-shape

3.3. U-shape network

4. Weakly-supervised segmentation

Clip

5. Others

Clip models

🙂Recommended by Dr. Sheng Zhang:

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