Sitemap
A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
Pages
Posts
DDPMs: Statistical Foundations
Published:
Learning data distribution involves identifying ‘key factors’, which inherently ‘control’ the characteristics of our observations. The controlling relationship can either be statistical, or based on physical laws, where we understand precisely how these factors manifest in data. We discuss these ‘key factors’, commonly referred to as latent variables, in detail below. First, we discuss their estimation from data using Variational Inference (VI). Then, we describe the opposite direction - data reconstruction and generation from latent variables.
DDPMs: Introduction
Published:
By this point, you most probably have heard that Stable Diffusion gradually noises the image until it becomes not recognizable. After that, you reverse the process and create images. Let’s say, you are interested in creating schematic Swiss-roll images (I mean… everyone likes cute cats but how about a variety?). In this case, forward and reverse diffusion processes could look like below:
DDPMs: Appendix A - Notations
Published:
Here, notations used in the DDPM blog series are defined. Please keep in mind, some notations are introduced later in text and it’s OK to not understand them all right away (e.g., when you just start reading).
portfolio
Portfolio item number 1
Short description of portfolio item number 1
Portfolio item number 2
Short description of portfolio item number 2
publications
Paper Title Number 1
Published in Journal 1, 2009
This paper is about the number 1. The number 2 is left for future work.
Recommended citation: Your Name, You. (2009). "Paper Title Number 1." Journal 1. 1(1). http://academicpages.github.io/files/paper1.pdf
Paper Title Number 2
Published in Journal 1, 2010
This paper is about the number 2. The number 3 is left for future work.
Recommended citation: Your Name, You. (2010). "Paper Title Number 2." Journal 1. 1(2). http://academicpages.github.io/files/paper2.pdf
Paper Title Number 3
Published in Journal 1, 2015
This paper is about the number 3. The number 4 is left for future work.
Recommended citation: Your Name, You. (2015). "Paper Title Number 3." Journal 1. 1(3). http://academicpages.github.io/files/paper3.pdf
Paper Title Number 5 test
Published in GitHub Journal of Bugs, 2024
This paper is about fixing template issue #693.
Recommended citation: Your Name, You. (2024). "Paper Title Number 3." GitHub Journal of Bugs. 1(3). http://academicpages.github.io/files/paper3.pdf
talks
Talk 1 on Relevant Topic in Your Field
Published:
This is a description of your talk, which is a markdown files that can be all markdown-ified like any other post. Yay markdown!
Conference Proceeding talk 3 on Relevant Topic in Your Field
Published:
This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.
teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post.
Teaching experience 2
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.