Isamu IsozakiUnderstanding AI for Stories GenerationThe goal of this article is to do a literature review of stories for a presentation in the Huggingface reading group.19 min read·3 days ago----
Isamu IsozakiUnderstanding Graph Machine Learning in the Era of Large Language Models (LLMs)Hi! These are my notes for a presentation I’m planning for the Huggingface Reading Group on Saturday. I think I might organize it a bit…17 min read·May 3, 2024----
Isamu IsozakiUnderstanding Real CustomThis will be a relatively short blog on Real Custom. The motivation for reading this paper mainly came from IP adapter. The idea of IP…6 min read·Mar 25, 2024----
Isamu IsozakiHow do Textual Inversion tokens destroy prompts?This blog aims to pose a question on how exactly Textual Inversion tokens destroy prompts/over-dominate the cross-attention in diffusion…11 min read·Mar 23, 2024--1--1
Isamu IsozakiUnderstanding PALP: Prompt Aligned Personalization of Text-to-Image ModelsTo understand this paper, let us first talk about personalization methods' challenges. The main competition of this paper is techniques…11 min read·Feb 17, 2024----
Isamu IsozakiLiterature Review on AI in LawThis blog was inspired by Owl from the Laion Discord server. Thanks for the discussions! In this blog, my main goal is to go through why…21 min read·Jan 27, 2024--1--1
Isamu IsozakiUnderstanding Fast Homomorphic Encryption from Scratch Part 1This is a bit of a different blog than I typically do as the primary focus is not AI but cryptography. As such this blog will be pretty…22 min read·Jan 20, 2024----
Isamu IsozakiUnderstanding “Common Diffusion Noise Schedules and Sample Steps are Flawed” and Offset NoiseThis blog post is inspired by the GitHub user https://github.com/bghira who is in Huggingface discord and Laion discord with the tag…12 min read·Dec 21, 2023----
Isamu IsozakiUnderstanding MagVIT2: Language Model Beats Diffusion: Tokenizer is key to visual generationHi! Welcome to my almost weekly blog post. And thanks to huggingface reading group for keeping me motivated to keep doing this. Today we…8 min read·Dec 14, 2023----
Isamu IsozakiLiterature Review on RAG(Retrieval Augmented Generation) for Custom DomainsHi! In the course of a project at my university, we were trying to customize our LLM to be good at pen testing. And we wanted to start off…11 min read·Nov 25, 2023--1--1