Isamu Isozaki·May 2Understanding Current State of GNNs in Material Science Part 1The purpose of this blog is to understand/makes notes for material science which is a field I know is very important yet I know nothing…
Isamu Isozaki·Jan 17What are the most exciting areas of GNN research? Part 2: Understanding Geometric Graph LearningHere we will check out “A Survey of Geometric Graph Neural Networks: Data Structures, Models and Applications” as always these are my…
Isamu Isozaki·Oct 23, 2025What are the most exciting areas of GNN research? Part 1: Understanding AlphaFold/Protein foldingI am trying to find the most exciting areas of GNNs especially for application! In this series I plan to cover protein folding, geometric…
Isamu Isozaki·Sep 28, 2025Understanding Spectral Graph Theory for DAGsThis is a continuation of the first blog here on understanding basic spectral graph theory. I mainly made because of a comment I got on my…
Isamu Isozaki·Jul 28, 2025Understanding Spectral Graph Theory and then the current SOTA of GNNsI previously made a blog talking about what current research is doing on connecting Graph Machine Learning with LLMs however, I wanted to…A response icon1A response icon1
Isamu Isozaki·Feb 7, 2025Understanding “Understanding Gradient Descent through the Training Jacobian”Hi! The main purpose of this blog is to just act as notes for understanding the following paper “Understanding Gradient Descent through the…
InGoPenAIbyIsamu Isozaki·Oct 25, 2024Towards Automated Penetration Testing: Introducing LLM Benchmark, Analysis, and ImprovementsHi! This will be a blog on our paper “Towards Automated Penetration Testing: Introducing LLM Benchmark, Analysis, and Improvements”. For…A response icon1A response icon1
InGoPenAIbyIsamu Isozaki·Aug 2, 2024Understanding Penetration Testing with LLMsThe goal of this blog is to understand the current state of penetration testing. I did a presentation at Huggingface Reading Group for…A response icon3A response icon3
Isamu Isozaki·Jun 26, 2024Literature Review on Task Planning with LLM AgentsHere, I plan to find the current state of the art on the best ways to plan tasks/to-do lists for LLM Agents! The main motivation for this…A response icon1A response icon1
Isamu Isozaki·Jun 6, 2024Understanding Triton Tutorials Part 2Hi! I recently started to want to review Triton so I’m making a second part of understanding Triton tutorials. The first part can be viewed…A response icon1A response icon1
